Preliminaries

session info:

sessionInfo()
## R version 4.1.1 (2021-08-10)
## Platform: x86_64-apple-darwin17.0 (64-bit)
## Running under: macOS Big Sur 10.16
## 
## Matrix products: default
## BLAS:   /Library/Frameworks/R.framework/Versions/4.1/Resources/lib/libRblas.0.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/4.1/Resources/lib/libRlapack.dylib
## 
## locale:
## [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
## 
## attached base packages:
## [1] stats     graphics  grDevices utils     datasets  methods   base     
## 
## loaded via a namespace (and not attached):
##  [1] digest_0.6.29   R6_2.5.1        jsonlite_1.7.2  magrittr_2.0.2 
##  [5] evaluate_0.14   stringi_1.7.6   rlang_1.0.1     cli_3.1.1      
##  [9] rstudioapi_0.13 jquerylib_0.1.4 bslib_0.3.1     rmarkdown_2.10 
## [13] tools_4.1.1     stringr_1.4.0   xfun_0.29       yaml_2.2.1     
## [17] fastmap_1.1.0   compiler_4.1.1  htmltools_0.5.2 knitr_1.33     
## [21] sass_0.4.0

Install and load packages

# install CRAN packages (if not yet installed)
sapply(c("data.table", "tidyverse", "devtools", "readxl", "kableExtra", "ngram", "networkD3", "igraph", "network", "patchwork", "koRpus", "pbapply", "tidytext", "cluster", "ggrepel", "animation", "kableExtra"), function(x) if(!is.element(x, installed.packages())) install.packages(x, dependencies = T))
## $data.table
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## $tidyverse
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## $devtools
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## $readxl
## NULL
## 
## $kableExtra
## NULL
## 
## $ngram
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## 
## $networkD3
## NULL
## 
## $igraph
## NULL
## 
## $network
## NULL
## 
## $patchwork
## NULL
## 
## $koRpus
## NULL
## 
## $pbapply
## NULL
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## $tidytext
## NULL
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## $cluster
## NULL
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## $ggrepel
## NULL
## 
## $animation
## NULL
## 
## $kableExtra
## NULL
# install non-CRAN packages (if not yet installed)
if(!is.element("concordances", installed.packages())) {
devtools::install_github("hartmast/concordances")
}

# if this doesn't work, check sfla.ch for the package
if(!is.element("collostructions", installed.packages())) {
  install.packages("https://sfla.ch/wp-content/uploads/2021/02/collostructions_0.2.0.tar.gz", repos = NULL)
}

# load packages
library(readxl)
library(tidyverse)
library(ngram)
library(networkD3)
library(igraph)
library(network)
library(patchwork)
library(koRpus)
library(pbapply)
library(tidytext)
library(cluster)
library(ggrepel)
library(animation)
library(kableExtra)
library(collostructions) # available at sflach.ch
library(concordances) #available at github.com/hartmast/concordances

Helper functions

The following commands define a few helper functions that will be used in the following steps:

# logarithmize and return 0 instead of Inf if x==0
log0 <- function(x) {
  x <- ifelse(x == 0, 0, log(x))
  return(x)
}

# function for "prettyfying" df output
# inspired by https://github.com/rmcelreath/rethinking/blob/d0978c7f8b6329b94efa2014658d750ae12b1fa2/R/utilities.r
pretty_df <- function(df) {
  
  # function for rounding
  round_this <- function(x, digits = 2) ifelse(x < 1, signif(x, digits = digits), round(x, digits = 2))
  
  # function for getting prettyfied dataframe
  df_pretty <- as.data.frame(lapply(1:length(df), 
                       function(i) if(!class(df[[i]]) %in% c("character", "factor"))
                       {
                         round_this(df[[i]])
                       } else {
                         return(df[[i]])
                       })
  )
  
  # set names to original names
  colnames(df_pretty) <- colnames(df)
  return(df_pretty)
  
  
}

# search for entire words
grepw <- function(pattern, x, perl = F, ...) {
  grep(paste("^", pattern, "$", sep="", collapse=""), x, perl = perl, ...)
}

Read in data

d <- read_xlsx("../data/ENCOW_x_is_the_new_y_without_false_hits.xlsx")

Data wrangling

We exclude false hits, and we semi-automatically identify the heads of compounds and phrases. (In the data, the x and y elements have been lemmatized manually; wherever an element consists of a multi-word phrase and the head is not the rightmost element, the head has been highlighted via UPPERCASE; the function below uses this markup to identify the heads.)

# exclude false hits ------------------------------------------------------

d <- filter(d, keep == "y")


# add wordcount for x and y lemmas ----------------------------------------

d$wordcount_x <- sapply(1:nrow(d), function(i) wordcount(trimws(d$Lemma_x[i])))
d$wordcount_y <- sapply(1:nrow(d), function(i) wordcount(trimws(d$Lemma_y[i])))



# get heads of compounds and phrases --------------------------------------

# find instances in which there are words
# written entirely in uppercase (= our way of
# marking heads in the data, unless in the case of
# right-hand heads)

# empty columns for heads
d$head_x <- NA; d$head_y <- NA

# add wordcount for x and y lemmas 
d$wordcount_x <- sapply(1:nrow(d), function(i) wordcount(trimws(d$Lemma_x[i])))
d$wordcount_y <- sapply(1:nrow(d), function(i) wordcount(trimws(d$Lemma_y[i])))


# get heads
for(i in 1:nrow(d)) {
  
  if(d$wordcount_x[i]>1) {
    if(d$pos_x[i]!="NE" & grepl("[A-Z]{2,}", d$Lemma_x[i])) {
      d$head_x[i] <- tolower(unlist(strsplit(d$Lemma_x[i], " "))[grepl("[A-Z]{2,}", unlist(strsplit(d$Lemma_x[i], " ")))][1])
    } else{
      temp <- unlist(strsplit(d$Lemma_x[i], " "))
      d$head_x[i] <- tolower(temp[length(temp)])
    }
  } else {
    d$head_x[i] <- tolower(d$Lemma_x[i])
  }
  
  
  if(d$wordcount_y[i]>1) {
    if(d$pos_y[i]!="NE" & grepl("[A-Z]{2,}", d$Lemma_y[i])) {
      d$head_y[i] <- tolower(unlist(strsplit(d$Lemma_y[i], " "))[grepl("[A-Z]{2,}", unlist(strsplit(d$Lemma_y[i], " ")))][1])
    } else{
      temp <- unlist(strsplit(d$Lemma_y[i], " "))
      d$head_y[i] <- tolower(temp[length(temp)])
    }
  } else {
    d$head_y[i] <- tolower(d$Lemma_y[i])
  }
  
  
}

# remove all with "unclear" -----------------------------------------------

# backup copy for subsequent analysis
d_backup <- d

d <- d[-which(d$concept_x=="unclear" | d$concept_y=="unclear"),]

Explore concepts

The data have been annotated for the concepts of the x and y elements. We use heatmaps to explore the co-occurrence of different concpt categories.

# network ----------------------------------------------------------------
d$concept_x <- factor(d$concept_x); d$concept_y <- factor(d$concept_y)
tbl <- d %>% select(concept_x, concept_y) %>% table %>% as.data.frame
tbl$number_x <- as.numeric(factor(tbl$concept_x))
tbl$number_y <- as.numeric(factor(tbl$concept_y))

# add a column in which the frequency is 0 if
# concept_x == concept_y
tbl$Freq_noself <- ifelse(tbl$concept_x == tbl$concept_y, NA, tbl$Freq)

# sort factors by frequency in concept_x ----------------------------------

conc_by_freq <- d$concept_x %>% table %>% sort(decreasing = T) %>% rownames()
tbl$concept_x <- factor(tbl$concept_x, levels = conc_by_freq)
tbl$concept_y <- factor(tbl$concept_y, levels = conc_by_freq)

# heatmaps ----------------------------------------------------------------

tbl %>% ggplot(aes(x = concept_x, y = concept_y, fill = log0(Freq))) +
  geom_tile() + scale_fill_gradient(low = "yellow", high = "darkred") +
  theme(axis.text.x = element_text(angle=45, hjust=.9)) +
  guides(fill = guide_legend(title = "LogFreq"))

( p1 <- tbl %>% filter(Freq > 0) %>% ggplot(aes(x = concept_x, y = concept_y, fill = log0(Freq), label = Freq)) +
  geom_tile() + scale_fill_gradient(low = "yellow", high = "darkred") +
    guides(fill = guide_legend(title = "LogFreq")) + theme_classic() +
  theme(axis.text.x = element_text(angle=45, hjust=.9)) +
  geom_text(col = ifelse(log(filter(tbl, Freq > 0)$Freq > 6), "black", "white"), size = 4) +
    theme(axis.text = element_text(size = 18)) +
    theme(axis.title = element_text(size = 18)) +
    theme(strip.text = element_text(size = 18)) +
    theme(legend.text = element_text(size = 18)) +
    theme(legend.title = element_text(size = 18, face = "bold")) +
    theme(text = element_text(size = 18))
    )

( p2 <- tbl %>% filter(Freq > 0) %>% 
  ggplot(aes(x = concept_x, y = concept_y, fill = log0(Freq_noself), label = Freq_noself)) +
  geom_tile() + scale_fill_gradient(low = "yellow", high = "darkred") +
  guides(fill = guide_legend(title = "LogFreq")) + theme_classic() +
  theme(axis.text.x = element_text(angle=45, hjust=.9)) +
  geom_text(col = ifelse(log(filter(tbl, Freq > 0)$Freq_noself > 6), "black", "white"), size = 4) ) +
  theme(axis.text = element_text(size = 18)) +
  theme(axis.title = element_text(size = 18)) +
  theme(strip.text = element_text(size = 18)) +
  theme(legend.text = element_text(size = 18)) +
  theme(legend.title = element_text(size = 18, face = "bold")) +
  theme(text = element_text(size = 18))

Collostructional analysis

Simple collexeme analysis

For performing the collostructional analysis, we draw on a manual lemmatization of the items in the x and y slot. We first read in the lemmatization table.

# export heads for lemmatization ------------------------------------------
c(d %>% filter(!(concept_x=="person" & pos_x=="NE")) %>% select(head_x),
  d %>% filter(!(concept_y=="person" & pos_y=="NE")) %>% select(head_y)) %>%
  unlist %>% unique %>% as.data.frame 
#%>% write_excel_csv("lemmatization.csv")
# re-import lemmatized lists ----------------------------------------------

l <- read_csv("../data/lemmatization.csv")

Now we generate frequency lists with the help of the original dataframe and the lemmatization table.

# get frequency of x & y lemmas -----------------------------------------------

lx <- left_join(tibble(word = d$head_x),
          l) %>% na.omit %>% select(lemma) %>% table %>% as.data.frame(stringsAsFactors = F) %>% setNames(c("lemma", "Freq"))


ly <- left_join(tibble(word = d$head_y),
                l) %>% na.omit %>% select(lemma) %>% table %>% as.data.frame(stringsAsFactors = F) %>% setNames(c("lemma", "Freq"))

We additionally read in the ENCOW frequency list (available at https://www.webcorpora.org/opendata/, only relevant subset used here) to get the corpus frequencies of the lemmas in question.

encow <- read_csv("../data/x_is_the_new_y_encow_frequencies.csv")
## Rows: 4457 Columns: 2── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): word
## dbl (1): Freq_encow
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.

Using this dataset, we add the corpus frequencies to the frequency tables created before.

# add frequencies -----------------------------------------------
lx$Freq_encow <- sapply(1:nrow(lx), function(i) sum(encow[grepw(lx$lemma[i], encow$word),]$Freq_encow))
ly$Freq_encow <- sapply(1:nrow(ly), function(i) sum(encow[grepw(ly$lemma[i], encow$word),]$Freq_encow))

Given that we draw on a manually lemmatized dataset, while the ENCOW frequency table is based on automatically tagged data, the match is not perfect. Thus, there are a few lemmas that are not attested at all in the ENCOW lemma list. As this only affects a few lemmas, they are discarded in the next step.

# omit all that are not attested in ENCOW
lx <- filter(lx, Freq_encow > 0)
ly <- filter(ly, Freq_encow > 0)

This dataset can now be used as input for distinctive collexeme analysis.

collex.dist(lx) %>% pretty_df() %>% kbl() %>% 
   kable_material(c("striped", "hover")) %>% scroll_box(width = "800px", height = "200px")
COLLEX O.CXN1 E.CXN1 O.CXN2 E.CXN2 ASSOC COLL.STR.LOGL SIGNIF SHARED
green 91 5.4 1227752 1227837.6 Freq 343.75000 ***** Y
pink 40 0.9 197699 197738.1 Freq 227.92000 ***** Y
black 67 7.7 1743023 1743082.3 Freq 172.01000 ***** Y
small 77 14.9 3367848 3367910.1 Freq 129.71000 ***** Y
grey 27 1.0 214880 214906.0 Freq 128.75000 ***** Y
white 55 8.3 1884617 1884663.7 Freq 114.72000 ***** Y
gray 21 0.7 166299 166319.3 Freq 100.30000 ***** Y
blog 38 4.3 971381 971414.7 Freq 98.49000 ***** Y
transparency 19 0.5 123758 123776.5 Freq 97.93000 ***** Y
facebook 27 1.9 435778 435803.1 Freq 92.51000 ***** Y
brown 32 3.1 700039 700067.9 Freq 91.83000 ***** Y
gay 24 1.6 362889 362911.4 Freq 85.13000 ***** Y
nra 9 0.1 17046 17054.9 Freq 68.23000 ***** Y
muslim 20 1.5 336056 336074.5 Freq 67.00000 ***** Y
google 27 3.3 741629 741652.7 Freq 66.49000 ***** Y
blogging 14 0.6 130817 130830.4 Freq 62.39000 ***** Y
atheism 10 0.2 38336 38345.8 Freq 61.88000 ***** Y
data 51 13.3 3013370 3013407.7 Freq 61.84000 ***** Y
blue 27 3.6 820436 820459.4 Freq 61.73000 ***** Y
brainy 6 0.0 4108 4114.0 Freq 57.62000 ***** Y
smartphone 11 0.3 75397 75407.7 Freq 55.58000 ***** Y
purple 12 0.5 121091 121102.5 Freq 51.70000 ***** Y
anti-zionism 5 0.0 2542 2547.0 Freq 50.98000 ***** Y
zombie 9 0.2 48011 48019.8 Freq 49.86000 ***** Y
orange 15 1.1 255977 255990.9 Freq 49.80000 ***** Y
islamophobia 6 0.0 7960 7966.0 Freq 49.72000 ***** Y
blogger 10 0.4 87874 87883.6 Freq 45.73000 ***** Y
non-?tribalism 2 0.0 2 4.0 Freq 43.77000 ***** Y
mfa 6 0.1 14703 14708.9 Freq 42.42000 ***** Y
environmentalism 5 0.0 8184 8189.0 Freq 39.35000 ***** Y
red 26 5.6 1268951 1268971.4 Freq 39.01000 ***** Y
nobodie 2 0.0 12 14.0 Freq 37.83000 ***** Y
islam 12 1.1 246569 246579.9 Freq 35.74000 ***** Y
kindergarten 6 0.2 33953 33958.8 Freq 32.55000 ***** Y
twitter 13 1.6 356746 356757.4 Freq 31.99000 ***** Y
poly 5 0.1 23103 23107.9 Freq 29.10000 ***** Y
thursday 13 1.8 406105 406116.2 Freq 29.06000 ***** Y
comedy 10 1.0 231433 231442.0 Freq 27.63000 ***** Y
warcraft 4 0.0 10705 10709.0 Freq 27.58000 ***** Y
bitch 6 0.2 52665 52670.8 Freq 27.45000 ***** Y
nfo 2 0.0 290 292.0 Freq 25.39000 ***** Y
atoms 6 0.3 65175 65180.7 Freq 25.00000 ***** Y
thrift 4 0.1 15788 15791.9 Freq 24.52000 ***** Y
e-?bikes 2 0.0 423 425.0 Freq 23.89000 ***** Y
greens 6 0.3 78921 78926.7 Freq 22.82000 ***** Y
bitch-?shaming 1 0.0 1 2.0 Freq 21.88000 ***** Y
blog-?hubs 1 0.0 1 2.0 Freq 21.88000 ***** Y
christ-?bots 1 0.0 1 2.0 Freq 21.88000 ***** Y
empowerfullment 1 0.0 1 2.0 Freq 21.88000 ***** Y
homeland-?referencing 1 0.0 1 2.0 Freq 21.88000 ***** Y
jv-?ists 1 0.0 1 2.0 Freq 21.88000 ***** Y
programmeri[zs]ation 1 0.0 1 2.0 Freq 21.88000 ***** Y
saleflat 1 0.0 1 2.0 Freq 21.88000 ***** Y
to-?truth 1 0.0 1 2.0 Freq 21.88000 ***** Y
truthy-?satire 1 0.0 1 2.0 Freq 21.88000 ***** Y
view-?ticker 1 0.0 1 2.0 Freq 21.88000 ***** Y
zanthura 1 0.0 1 2.0 Freq 21.88000 ***** Y
self-?publishing 3 0.0 6591 6594.0 Freq 21.86000 ***** Y
emo 3 0.0 7241 7244.0 Freq 21.30000 ***** Y
macaron 2 0.0 871 873.0 Freq 21.01000 ***** Y
plustainability 1 0.0 2 3.0 Freq 20.84000 ***** Y
turquioise 1 0.0 2 3.0 Freq 20.84000 ***** Y
vatican-?gate 1 0.0 2 3.0 Freq 20.84000 ***** Y
jews 11 1.9 423586 423595.1 Freq 20.69000 ***** Y
webkit 3 0.0 8192 8195.0 Freq 20.56000 ***** Y
samarra 2 0.0 1028 1030.0 Freq 20.35000 ***** Y
afg-?pak 1 0.0 3 4.0 Freq 20.16000 ***** Y
antifacism 1 0.0 3 4.0 Freq 20.16000 ***** Y
bigomy 1 0.0 3 4.0 Freq 20.16000 ***** Y
doll-art 1 0.0 3 4.0 Freq 20.16000 ***** Y
rag-?mags 1 0.0 3 4.0 Freq 20.16000 ***** Y
talentism 1 0.0 3 4.0 Freq 20.16000 ***** Y
twitter-?hate 1 0.0 3 4.0 Freq 20.16000 ***** Y
ufelon 1 0.0 3 4.0 Freq 20.16000 ***** Y
curation 3 0.0 9422 9425.0 Freq 19.74000 ***** Y
balsemic 1 0.0 4 5.0 Freq 19.65000 ***** Y
neuköln 1 0.0 4 5.0 Freq 19.65000 ***** Y
anti-?fascism 2 0.0 1236 1238.0 Freq 19.61000 ***** Y
aloeminium 1 0.0 5 6.0 Freq 19.25000 **** Y
beardism 1 0.0 5 6.0 Freq 19.25000 **** Y
goy 2 0.0 1432 1434.0 Freq 19.03000 **** Y
github 3 0.0 10908 10911.0 Freq 18.87000 **** Y
apple 12 2.5 563414 563423.5 Freq 18.71000 **** Y
cauliflower 3 0.1 11409 11411.9 Freq 18.61000 **** Y
piracy 4 0.1 33820 33823.9 Freq 18.58000 **** Y
correctness 4 0.2 34232 34235.8 Freq 18.49000 **** Y
magarri 1 0.0 8 9.0 Freq 18.38000 **** Y
langerado 1 0.0 9 10.0 Freq 18.15000 **** Y
denim 3 0.1 12956 12958.9 Freq 17.86000 **** Y
disk 7 0.8 184350 184356.2 Freq 17.73000 **** Y
ugly 6 0.6 127854 127859.4 Freq 17.47000 **** Y
geek 4 0.2 39128 39131.8 Freq 17.46000 **** Y
shop-?dropping 1 0.0 13 14.0 Freq 17.45000 **** Y
demakes 1 0.0 15 16.0 Freq 17.17000 **** Y
text-?ad 1 0.0 15 16.0 Freq 17.17000 **** Y
anti-?glamour 1 0.0 16 17.0 Freq 17.05000 **** Y
deadspot 1 0.0 16 17.0 Freq 17.05000 **** Y
frugal 3 0.1 14884 14886.9 Freq 17.04000 **** Y
android 7 0.9 194893 194899.1 Freq 17.04000 **** Y
marketing 13 3.2 717964 717973.8 Freq 17.00000 **** Y
debater 2 0.0 2386 2388.0 Freq 16.99000 **** Y
datamoshing 1 0.0 17 18.0 Freq 16.93000 **** Y
cheerios 2 0.0 2516 2518.0 Freq 16.78000 **** Y
weti 1 0.0 19 20.0 Freq 16.71000 **** Y
hyperspeciali[zs]ation 1 0.0 21 22.0 Freq 16.52000 **** Y
rapper 3 0.1 16811 16813.9 Freq 16.33000 **** Y
internet 18 5.8 1315811 1315823.2 Freq 16.30000 **** Y
podosphere 1 0.0 25 26.0 Freq 16.18000 **** Y
aoltv 1 0.0 26 27.0 Freq 16.10000 **** Y
exo-?suits 1 0.0 26 27.0 Freq 16.10000 **** Y
lewe 1 0.0 26 27.0 Freq 16.10000 **** Y
fat 9 1.6 370615 370622.4 Freq 15.93000 **** Y
collard 2 0.0 3171 3173.0 Freq 15.86000 **** Y
potplayer 1 0.0 30 31.0 Freq 15.82000 **** Y
zionist 4 0.2 49453 49456.8 Freq 15.68000 **** Y
cycling 6 0.7 153520 153525.3 Freq 15.50000 **** Y
abnormal 4 0.2 50794 50797.8 Freq 15.48000 **** Y
c-?ptsd 1 0.0 41 42.0 Freq 15.20000 **** Y
tikkabilla 1 0.0 43 44.0 Freq 15.11000 *** Y
dot-?gov 1 0.0 45 46.0 Freq 15.02000 *** Y
smart 9 1.8 395489 395496.2 Freq 14.98000 *** Y
frugality 2 0.0 3988 3990.0 Freq 14.95000 *** Y
hairspray 2 0.0 3996 3998.0 Freq 14.95000 *** Y
cynicism 3 0.1 21665 21667.9 Freq 14.85000 *** Y
updosing 1 0.0 51 52.0 Freq 14.77000 *** Y
pcism 1 0.0 52 53.0 Freq 14.73000 *** Y
ukulele 2 0.0 4246 4248.0 Freq 14.71000 *** Y
eyeliner 2 0.0 4405 4407.0 Freq 14.56000 *** Y
mooc 2 0.0 4523 4525.0 Freq 14.46000 *** Y
antizionism 1 0.0 62 63.0 Freq 14.39000 *** Y
judai[sz]er 1 0.0 62 63.0 Freq 14.39000 *** Y
measle 1 0.0 63 64.0 Freq 14.35000 *** Y
nike.com 1 0.0 66 67.0 Freq 14.26000 *** Y
spacebook 1 0.0 67 68.0 Freq 14.23000 *** Y
java 6 0.8 176364 176369.2 Freq 14.04000 *** Y
democrat 5 0.5 114232 114236.5 Freq 13.93000 *** Y
peach 3 0.1 25676 25678.9 Freq 13.87000 *** Y
self-?promotion 2 0.0 5260 5262.0 Freq 13.86000 *** Y
yellow 8 1.5 338484 338490.5 Freq 13.80000 *** Y
jakeways 1 0.0 85 86.0 Freq 13.76000 *** Y
kakuro 1 0.0 97 98.0 Freq 13.50000 *** Y
documentary-?making 1 0.0 98 99.0 Freq 13.48000 *** Y
zionism 3 0.1 28133 28135.9 Freq 13.34000 *** Y
chef 5 0.5 122106 122110.5 Freq 13.33000 *** Y
python 4 0.3 69660 69663.7 Freq 13.12000 *** Y
coldplay 2 0.0 6352 6354.0 Freq 13.11000 *** Y
relevancy 2 0.0 6460 6462.0 Freq 13.05000 *** Y
mezzoblue 1 0.0 128 129.0 Freq 12.94000 *** Y
zeldman.com 1 0.0 129 130.0 Freq 12.93000 *** Y
smartcar 1 0.0 130 131.0 Freq 12.91000 *** Y
imperfection 2 0.0 6788 6790.0 Freq 12.85000 *** Y
juvenility 1 0.0 136 137.0 Freq 12.82000 *** Y
self-?expression 2 0.0 6880 6882.0 Freq 12.80000 *** Y
allagents 1 0.0 138 139.0 Freq 12.79000 *** Y
snowclone 1 0.0 153 154.0 Freq 12.59000 *** Y
america 16 5.7 1280315 1280325.3 Freq 12.57000 *** Y
backloading 1 0.0 155 156.0 Freq 12.56000 *** Y
clarendon 2 0.0 7318 7320.0 Freq 12.56000 *** Y
manhattanite 1 0.0 163 164.0 Freq 12.46000 *** Y
yellowface 1 0.0 165 166.0 Freq 12.44000 *** Y
anti-christianity 1 0.0 172 173.0 Freq 12.36000 *** Y
eco-?therapy 1 0.0 179 180.0 Freq 12.28000 *** Y
tarmo 1 0.0 189 190.0 Freq 12.17000 *** Y
blook 1 0.0 191 192.0 Freq 12.15000 *** Y
podcasting 2 0.0 8164 8166.0 Freq 12.13000 *** Y
megacorps 1 0.0 199 200.0 Freq 12.07000 *** Y
nytol 1 0.0 199 200.0 Freq 12.07000 *** Y
liberalism 3 0.2 35222 35224.8 Freq 12.05000 *** Y
singledom 1 0.0 204 205.0 Freq 12.02000 *** Y
p=np 1 0.0 205 206.0 Freq 12.01000 *** Y
entrepreneurship 3 0.2 36137 36139.8 Freq 11.91000 *** Y
hypermiling 1 0.0 219 220.0 Freq 11.87000 *** Y
crotch 2 0.0 8756 8758.0 Freq 11.85000 *** Y
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ufc 2 0.0 10105 10107.0 Freq 11.29000 *** Y
hand?kerchief 2 0.0 10128 10130.0 Freq 11.28000 *** Y
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viewtiful 1 0.0 306 307.0 Freq 11.21000 *** Y
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turk 2 0.0 10365 10367.0 Freq 11.19000 *** Y
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tkm 1 0.0 413 414.0 Freq 10.61000 ** Y
non-?tribal 1 0.0 414 415.0 Freq 10.60000 ** Y
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mediocrity 2 0.1 12395 12396.9 Freq 10.49000 ** Y
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ki-?duk 1 0.0 468 469.0 Freq 10.36000 ** Y
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levaquin 1 0.0 488 489.0 Freq 10.28000 ** Y
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kreuzberg 1 0.0 532 533.0 Freq 10.10000 ** Y
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kale 2 0.1 14589 14590.9 Freq 9.86000 ** Y
stockbroking 1 0.0 613 614.0 Freq 9.82000 ** Y
folk-?pop 1 0.0 616 617.0 Freq 9.81000 ** Y
edtech 1 0.0 617 618.0 Freq 9.81000 ** Y
prints 4 0.5 110576 110579.5 Freq 9.79000 ** Y
entrepreneur 3 0.2 52834 52836.8 Freq 9.78000 ** Y
obrist 1 0.0 650 651.0 Freq 9.71000 ** Y
c-word 1 0.0 663 664.0 Freq 9.67000 ** Y
hocus-?pocus 1 0.0 676 677.0 Freq 9.63000 ** Y
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secularism 2 0.1 16348 16349.9 Freq 9.42000 ** Y
hypertext 2 0.1 16417 16418.9 Freq 9.40000 ** Y
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queensryche 1 0.0 766 767.0 Freq 9.38000 ** Y
un-?pc 1 0.0 789 790.0 Freq 9.32000 ** Y
toque 1 0.0 797 798.0 Freq 9.30000 ** Y
knol 1 0.0 802 803.0 Freq 9.29000 ** Y
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legging 1 0.0 831 832.0 Freq 9.22000 ** Y
glamping 1 0.0 832 833.0 Freq 9.21000 ** Y
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datalink 1 0.0 876 877.0 Freq 9.11000 ** Y
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google+ 2 0.1 18036 18037.9 Freq 9.04000 ** Y
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deja-?vu 1 0.0 912 913.0 Freq 9.03000 ** Y
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nerd 2 0.1 18415 18416.9 Freq 8.96000 ** Y
hud 2 0.1 18437 18438.9 Freq 8.96000 ** Y
marketeer 1 0.0 957 958.0 Freq 8.94000 ** Y
individualism 2 0.1 18573 18574.9 Freq 8.93000 ** Y
demoing 1 0.0 984 985.0 Freq 8.88000 ** Y
sarcasm 2 0.1 19082 19083.9 Freq 8.83000 ** Y
arab-american 1 0.0 1034 1035.0 Freq 8.78000 ** Y
topicality 1 0.0 1051 1052.0 Freq 8.75000 ** Y
modesty 2 0.1 19585 19586.9 Freq 8.73000 ** Y
salar 1 0.0 1066 1067.0 Freq 8.72000 ** Y
microformat 1 0.0 1067 1068.0 Freq 8.72000 ** Y
whatwg 1 0.0 1116 1117.0 Freq 8.63000 ** Y
ridgewood 1 0.0 1127 1128.0 Freq 8.61000 ** Y
kiriakou 1 0.0 1137 1138.0 Freq 8.59000 ** Y
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photoshopping 1 0.0 1154 1155.0 Freq 8.56000 ** Y
moleskine 1 0.0 1163 1164.0 Freq 8.55000 ** Y
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coworking 1 0.0 1175 1176.0 Freq 8.53000 ** Y
gardening 3 0.3 66595 66597.7 Freq 8.51000 ** Y
technocracy 1 0.0 1185 1186.0 Freq 8.51000 ** Y
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postgrad 1 0.0 1260 1261.0 Freq 8.39000 ** Y
taupe 1 0.0 1274 1275.0 Freq 8.37000 ** Y
sov 1 0.0 1318 1319.0 Freq 8.30000 ** Y
militarisation 1 0.0 1323 1324.0 Freq 8.29000 ** Y
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glaad 1 0.0 1376 1377.0 Freq 8.21000 ** Y
oid 1 0.0 1408 1409.0 Freq 8.17000 ** Y
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popcorn 2 0.1 24275 24276.9 Freq 7.91000 ** Y
parkgate 1 0.0 1623 1624.0 Freq 7.88000 ** Y
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vertonghen 1 0.0 1645 1646.0 Freq 7.86000 ** Y
ninja 2 0.1 24817 24818.9 Freq 7.83000 ** Y
deleting 2 0.1 24847 24848.9 Freq 7.82000 ** Y
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kok 1 0.0 1744 1745.0 Freq 7.74000 ** Y
borgia 1 0.0 1809 1810.0 Freq 7.67000 ** Y
bugaboo 1 0.0 1843 1844.0 Freq 7.63000 ** Y
corden 1 0.0 1851 1852.0 Freq 7.62000 ** Y
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bridgford 1 0.0 1908 1909.0 Freq 7.56000 ** Y
crustacean 1 0.0 1977 1978.0 Freq 7.49000 ** Y
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ereaders 1 0.0 2139 2140.0 Freq 7.34000 ** Y
biloxi 1 0.0 2149 2150.0 Freq 7.33000 ** Y
midi 2 0.1 28435 28436.9 Freq 7.31000 ** Y
goggle 1 0.0 2197 2198.0 Freq 7.28000 ** Y
bleakness 1 0.0 2200 2201.0 Freq 7.28000 ** Y
kazaa 1 0.0 2205 2206.0 Freq 7.28000 ** Y
shiregreen 1 0.0 2252 2253.0 Freq 7.24000 ** Y
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sto 1 0.0 2317 2318.0 Freq 7.18000 ** Y
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oligarch 1 0.0 2350 2351.0 Freq 7.15000 ** Y
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sledding 1 0.0 2866 2867.0 Freq 6.76000 ** Y
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Y
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Y
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Y
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Y
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Y
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Y
freiburg 1 0.0 3281 3282.0 Freq 6.49000
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Y
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Y
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Y
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Y
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Y
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Y
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Y
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Y
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Y
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Y
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Y
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Y
lottie 1 0.0 3658 3659.0 Freq 6.28000
Y
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Y
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Y
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Y
tattoo 2 0.2 38247 38248.8 Freq 6.21000
Y
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Y
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Y
dubrovnik 1 0.0 3862 3863.0 Freq 6.17000
Y
bagram 1 0.0 3908 3909.0 Freq 6.15000
Y
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Y
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Y
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Y
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Y
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Y
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Y
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Y
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Y
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Y
paid-for 1 0.0 4072 4073.0 Freq 6.07000
Y
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Y
tuesday 6 1.8 406484 406488.2 Freq 6.05000
Y
bitchy 1 0.0 4185 4186.0 Freq 6.01000
Y
grits 1 0.0 4192 4193.0 Freq 6.01000
Y
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Y
cyberpunk 1 0.0 4249 4250.0 Freq 5.98000
Y
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Y
butcher 2 0.2 40796 40797.8 Freq 5.98000
Y
retweet 1 0.0 4300 4301.0 Freq 5.96000
Y
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Y
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Y
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Y
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Y
overgrowth 1 0.0 4395 4396.0 Freq 5.92000
Y
mashup 1 0.0 4398 4399.0 Freq 5.92000
Y
vamp 1 0.0 4425 4426.0 Freq 5.90000
Y
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Y
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Y
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Y
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Y
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Y
bolshevism 1 0.0 4525 4526.0 Freq 5.86000
Y
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Y
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Y
slackware 1 0.0 4563 4564.0 Freq 5.84000
Y
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Y
sandal 1 0.0 4604 4605.0 Freq 5.83000
Y
butternut 1 0.0 4663 4664.0 Freq 5.80000
Y
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Y
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Y
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Y
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Y
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Y
shenzhen 1 0.0 4850 4851.0 Freq 5.72000
Y
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Y
meritocracy 1 0.0 4927 4928.0 Freq 5.69000
Y
polypropylene 1 0.0 5022 5023.0 Freq 5.66000
Y
rtf 1 0.0 5037 5038.0 Freq 5.65000
Y
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Y
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Y
minecraft 1 0.0 5318 5319.0 Freq 5.54000
Y
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Y
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Y
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Y
curating 1 0.0 5361 5362.0 Freq 5.53000
Y
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Y
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Y
post-?apocalyptic 1 0.0 5536 5537.0 Freq 5.47000
Y
macau 1 0.0 5602 5603.0 Freq 5.44000
Y
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Y
ign 1 0.0 5628 5629.0 Freq 5.43000
Y
skegness 1 0.0 5669 5670.0 Freq 5.42000
Y
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Y
slipper 1 0.0 5785 5786.0 Freq 5.38000
Y
curvy 1 0.0 5791 5792.0 Freq 5.38000
Y
pedophile 1 0.0 5836 5837.0 Freq 5.36000
Y
molestation 1 0.0 5895 5896.0 Freq 5.34000
Y
bluebell 1 0.0 5965 5966.0 Freq 5.32000
Y
trashy 1 0.0 5968 5969.0 Freq 5.32000
Y
customisation 1 0.0 6050 6051.0 Freq 5.29000
Y
islamism 1 0.0 6057 6058.0 Freq 5.29000
Y
hounslow 1 0.0 6129 6130.0 Freq 5.27000
Y
riga 1 0.0 6135 6136.0 Freq 5.27000
Y
stinky 1 0.0 6260 6261.0 Freq 5.23000
Y
openness 2 0.2 50512 50513.8 Freq 5.21000
Y
dubai 2 0.2 50563 50564.8 Freq 5.21000
Y
arab 4 1.0 221753 221756.0 Freq 5.20000
Y
hunk 1 0.0 6350 6351.0 Freq 5.20000
Y
authenticity 2 0.2 50695 50696.8 Freq 5.20000
Y
quays 1 0.0 6395 6396.0 Freq 5.19000
Y
khaki 1 0.0 6399 6400.0 Freq 5.18000
Y
cupid 1 0.0 6625 6626.0 Freq 5.12000
Y
monstrosity 1 0.0 6703 6704.0 Freq 5.09000
Y
financier 1 0.0 6712 6713.0 Freq 5.09000
Y
cheating 2 0.2 52328 52329.8 Freq 5.09000
Y
barbel 1 0.0 6743 6744.0 Freq 5.08000
Y
kr 1 0.0 6753 6754.0 Freq 5.08000
Y
statistician 1 0.0 6824 6825.0 Freq 5.06000
Y
self-?harm 1 0.0 6825 6826.0 Freq 5.06000
Y
brunette 1 0.0 6828 6829.0 Freq 5.06000
Y
eccentricity 1 0.0 6865 6866.0 Freq 5.05000
Y
bellevue 1 0.0 6886 6887.0 Freq 5.04000
Y
avenger 1 0.0 6908 6909.0 Freq 5.04000
Y
cannibalism 1 0.0 6970 6971.0 Freq 5.02000
Y
offline 2 0.2 53759 53760.8 Freq 4.99000
Y
bitching 1 0.0 7101 7102.0 Freq 4.98000
Y
neocon 1 0.0 7117 7118.0 Freq 4.98000
Y
nme 1 0.0 7132 7133.0 Freq 4.97000
Y
ias 1 0.0 7177 7178.0 Freq 4.96000
Y
ubiquity 1 0.0 7188 7189.0 Freq 4.96000
Y
québec 1 0.0 7195 7196.0 Freq 4.96000
Y
oxymoron 1 0.0 7213 7214.0 Freq 4.95000
Y
republicanism 1 0.0 7262 7263.0 Freq 4.94000
Y
vagueness 1 0.0 7363 7364.0 Freq 4.91000
Y
sandro 1 0.0 7402 7403.0 Freq 4.90000
Y
vegetarianism 1 0.0 7413 7414.0 Freq 4.90000
Y
nihilism 1 0.0 7419 7420.0 Freq 4.90000
Y
affluence 1 0.0 7487 7488.0 Freq 4.88000
Y
pixie 1 0.0 7516 7517.0 Freq 4.87000
Y
tweet 2 0.2 55634 55635.8 Freq 4.87000
Y
airsoft 1 0.0 7560 7561.0 Freq 4.86000
Y
suvs 1 0.0 7629 7630.0 Freq 4.84000
Y
unpredictability 1 0.0 7638 7639.0 Freq 4.84000
Y
gigabyte 1 0.0 7704 7705.0 Freq 4.82000
Y
crowdsourcing 1 0.0 7720 7721.0 Freq 4.82000
Y
steampunk 1 0.0 7758 7759.0 Freq 4.81000
Y
anti-terrorism 1 0.0 7778 7779.0 Freq 4.81000
Y
ignorance 3 0.6 138091 138093.4 Freq 4.77000
Y
racism 3 0.6 138301 138303.4 Freq 4.76000
Y
heist 1 0.0 7972 7973.0 Freq 4.76000
Y
mustache 1 0.0 7982 7983.0 Freq 4.76000
Y
ostrich 1 0.0 8023 8024.0 Freq 4.75000
Y
icloud 1 0.0 8173 8174.0 Freq 4.71000
Y
shorts 2 0.3 58306 58307.7 Freq 4.71000
Y
corny 1 0.0 8256 8257.0 Freq 4.69000
Y
paedophile 1 0.0 8347 8348.0 Freq 4.67000
Y
realism 2 0.3 59126 59127.7 Freq 4.66000
Y
cliches 1 0.0 8454 8455.0 Freq 4.65000
Y
hijab 1 0.0 8478 8479.0 Freq 4.64000
Y
norwood 1 0.0 8542 8543.0 Freq 4.63000
Y
brows 1 0.0 8658 8659.0 Freq 4.60000
Y
retriever 1 0.0 8693 8694.0 Freq 4.59000
Y
chav 1 0.0 8845 8846.0 Freq 4.56000
Y
ghraib 1 0.0 8862 8863.0 Freq 4.55000
Y
videogame 1 0.0 8906 8907.0 Freq 4.55000
Y
husky 1 0.0 8923 8924.0 Freq 4.54000
Y
eurostar 1 0.0 9003 9004.0 Freq 4.52000
Y
stomping 1 0.0 9156 9157.0 Freq 4.49000
Y
gupta 1 0.0 9182 9183.0 Freq 4.49000
Y
off-?topic 1 0.0 9185 9186.0 Freq 4.49000
Y
papyrus 1 0.0 9255 9256.0 Freq 4.47000
Y
hybridi[sz]ation 1 0.0 9427 9428.0 Freq 4.44000
Y
nn 1 0.0 9524 9525.0 Freq 4.42000
Y
abnormality 1 0.0 9553 9554.0 Freq 4.41000
Y
smoothie 1 0.0 9563 9564.0 Freq 4.41000
Y
lib-?dems 1 0.0 9581 9582.0 Freq 4.40000
Y
goth 1 0.0 9595 9596.0 Freq 4.40000
Y
vid 1 0.0 9644 9645.0 Freq 4.39000
Y
boldness 1 0.0 9786 9787.0 Freq 4.36000
Y
iran 5 1.7 374606 374609.3 Freq 4.35000
Y
tequila 1 0.0 9843 9844.0 Freq 4.35000
Y
spd 1 0.0 9901 9902.0 Freq 4.34000
Y
builder 2 0.3 64941 64942.7 Freq 4.33000
Y
mpg 2 0.3 65100 65101.7 Freq 4.33000
Y
libertarianism 1 0.0 10015 10016.0 Freq 4.32000
Y
postmodernism 1 0.0 10039 10040.0 Freq 4.32000
Y
neo-?con 1 0.0 10183 10184.0 Freq 4.29000
Y
hairdressing 1 0.0 10208 10209.0 Freq 4.28000
Y
prs 1 0.0 10430 10431.0 Freq 4.24000
Y
php 2 0.3 67102 67103.7 Freq 4.22000
Y
aerosols 1 0.0 10619 10620.0 Freq 4.21000
Y
stroke 3 0.7 155785 155787.3 Freq 4.20000
Y
westfield 1 0.0 10776 10777.0 Freq 4.18000
Y
neurotic 1 0.0 10921 10922.0 Freq 4.15000
Y
neuron 1 0.0 10988 10989.0 Freq 4.14000
Y
sitting 6 2.3 518625 518628.7 Freq 4.12000
Y
corporation 4 1.2 267084 267086.8 Freq 4.12000
Y
usenet 1 0.0 11156 11157.0 Freq 4.11000
Y
junkie 1 0.1 11323 11323.9 Freq 4.09000
Y
civility 1 0.1 11365 11365.9 Freq 4.08000
Y
torturing 1 0.1 11441 11441.9 Freq 4.07000
Y
fission 1 0.1 11470 11470.9 Freq 4.06000
Y
ipad 3 0.7 160849 160851.3 Freq 4.05000
Y
drinker 1 0.1 11522 11522.9 Freq 4.05000
Y
spotify 1 0.1 11601 11601.9 Freq 4.04000
Y
electro 1 0.1 11669 11669.9 Freq 4.03000
Y
kurdistan 1 0.1 11686 11686.9 Freq 4.03000
Y
china 8 3.6 809817 809821.4 Freq 4.02000
Y
madness 2 0.3 71361 71362.7 Freq 4.01000
Y
gold 7 2.9 665670 665674.1 Freq 4.01000
Y
housewife 1 0.1 11817 11817.9 Freq 4.01000
Y
pixar 1 0.1 11838 11838.9 Freq 4.00000
Y
phishing 1 0.1 11923 11923.9 Freq 3.99000
Y
rpi 1 0.1 12039 12039.9 Freq 3.97000
Y
svg 1 0.1 12124 12124.9 Freq 3.96000
Y
cars 7 3.0 673117 673121.0 Freq 3.92000
Y
immigrant 2 0.3 73532 73533.7 Freq 3.91000
Y
vertigo 1 0.1 12421 12421.9 Freq 3.91000
Y
lynx 1 0.1 12445 12445.9 Freq 3.91000
Y
animosity 1 0.1 12483 12483.9 Freq 3.90000
Y
pragmatism 1 0.1 12490 12490.9 Freq 3.90000
Y
shouting 2 0.3 74073 74074.7 Freq 3.89000
Y
distro 1 0.1 12642 12642.9 Freq 3.88000
Y
forties 1 0.1 12708 12708.9 Freq 3.87000
Y
ryanair 1 0.1 12738 12738.9 Freq 3.86000
Y
varnish 1 0.1 12740 12740.9 Freq 3.86000
Y
romanticism 1 0.1 12902 12902.9 Freq 3.84000 ns Y
mermaid 1 0.1 12991 12991.9 Freq 3.83000 ns Y
cookie 2 0.3 75494 75495.7 Freq 3.82000 ns Y
firefox 2 0.3 75598 75599.7 Freq 3.82000 ns Y
ipods 1 0.1 13144 13144.9 Freq 3.80000 ns Y
opacity 1 0.1 13233 13233.9 Freq 3.79000 ns Y
ux 1 0.1 13288 13288.9 Freq 3.78000 ns Y
bluegrass 1 0.1 13316 13316.9 Freq 3.78000 ns Y
peeps 1 0.1 13343 13343.9 Freq 3.78000 ns Y
opt-?out 1 0.1 13362 13362.9 Freq 3.77000 ns Y
metadata 2 0.3 76959 76960.7 Freq 3.76000 ns Y
outbound 1 0.1 13664 13664.9 Freq 3.73000 ns Y
publishing 4 1.3 286518 286520.7 Freq 3.73000 ns Y
tights 1 0.1 13761 13761.9 Freq 3.72000 ns Y
kinect 1 0.1 14009 14009.9 Freq 3.68000 ns Y
weak 4 1.3 289198 289200.7 Freq 3.67000 ns Y
birdie 1 0.1 14137 14137.9 Freq 3.67000 ns Y
brownie 1 0.1 14150 14150.9 Freq 3.67000 ns Y
pensioner 1 0.1 14404 14404.9 Freq 3.63000 ns Y
typewriter 1 0.1 14596 14596.9 Freq 3.61000 ns Y
soaps 1 0.1 14602 14602.9 Freq 3.61000 ns Y
inversion 1 0.1 14629 14629.9 Freq 3.60000 ns Y
mongolia 1 0.1 14719 14719.9 Freq 3.59000 ns Y
bourbon 1 0.1 14861 14861.9 Freq 3.57000 ns Y
indigo 1 0.1 14904 14904.9 Freq 3.57000 ns Y
obesity 2 0.4 81821 81822.6 Freq 3.56000 ns Y
volley 1 0.1 15197 15197.9 Freq 3.53000 ns Y
sequestration 1 0.1 15258 15258.9 Freq 3.52000 ns Y
chipping 1 0.1 15484 15484.9 Freq 3.50000 ns Y
shopper 1 0.1 15494 15494.9 Freq 3.50000 ns Y
dementia 2 0.4 83662 83663.6 Freq 3.49000 ns Y
stylus 1 0.1 15582 15582.9 Freq 3.49000 ns Y
interactivity 1 0.1 15885 15885.9 Freq 3.45000 ns Y
shitty 1 0.1 15987 15987.9 Freq 3.44000 ns Y
fdr 1 0.1 16105 16105.9 Freq 3.42000 ns Y
obama 7 3.2 716895 716898.8 Freq 3.42000 ns Y
fairtrade 1 0.1 16217 16217.9 Freq 3.41000 ns Y
privacy 4 1.3 303885 303887.7 Freq 3.41000 ns Y
latvia 1 0.1 16458 16458.9 Freq 3.38000 ns Y
monaco 1 0.1 16539 16539.9 Freq 3.37000 ns Y
beijing 2 0.4 86622 86623.6 Freq 3.37000 ns Y
poetry 4 1.4 306691 306693.6 Freq 3.36000 ns Y
asparagus 1 0.1 16815 16815.9 Freq 3.34000 ns Y
vhs 1 0.1 17086 17086.9 Freq 3.31000 ns Y
masters 3 0.8 190170 190172.2 Freq 3.31000 ns Y
paisley 1 0.1 17182 17182.9 Freq 3.30000 ns Y
awkward 2 0.4 88565 88566.6 Freq 3.30000 ns Y
rhino 1 0.1 17259 17259.9 Freq 3.30000 ns Y
irc 1 0.1 17272 17272.9 Freq 3.29000 ns Y
sugar 4 1.4 310641 310643.6 Freq 3.29000 ns Y
humanism 1 0.1 17345 17345.9 Freq 3.29000 ns Y
explorer 2 0.4 88984 88985.6 Freq 3.29000 ns Y
smiths 1 0.1 17380 17380.9 Freq 3.28000 ns Y
nyt 1 0.1 17400 17400.9 Freq 3.28000 ns Y
shoe 2 0.4 89210 89211.6 Freq 3.28000 ns Y
old 23 15.4 3476675 3476682.6 Freq 3.27000 ns Y
republican 4 1.4 311857 311859.6 Freq 3.27000 ns Y
estonia 1 0.1 17513 17513.9 Freq 3.27000 ns Y
avalanche 1 0.1 17580 17580.9 Freq 3.26000 ns Y
tsa 1 0.1 17665 17665.9 Freq 3.25000 ns Y
shia 1 0.1 17680 17680.9 Freq 3.25000 ns Y
hangover 1 0.1 17685 17685.9 Freq 3.25000 ns Y
homophobia 1 0.1 17914 17914.9 Freq 3.23000 ns Y
pineapple 1 0.1 17964 17964.9 Freq 3.22000 ns Y
dj 2 0.4 90904 90905.6 Freq 3.22000 ns Y
benghazi 1 0.1 18107 18107.9 Freq 3.21000 ns Y
soccer 2 0.4 91512 91513.6 Freq 3.20000 ns Y
bacon 2 0.4 91685 91686.6 Freq 3.19000 ns Y
workspace 1 0.1 18272 18272.9 Freq 3.19000 ns Y
scepticism 1 0.1 18325 18325.9 Freq 3.19000 ns Y
typography 1 0.1 18388 18388.9 Freq 3.18000 ns Y
multiculturalism 1 0.1 18559 18559.9 Freq 3.16000 ns Y
numb 1 0.1 18577 18577.9 Freq 3.16000 ns Y
sicily 1 0.1 18737 18737.9 Freq 3.14000 ns Y
ppc 1 0.1 18886 18886.9 Freq 3.13000 ns Y
honduras 1 0.1 19144 19144.9 Freq 3.11000 ns Y
uniformity 1 0.1 19144 19144.9 Freq 3.11000 ns Y
sherry 1 0.1 19355 19355.9 Freq 3.09000 ns Y
slang 1 0.1 19396 19396.9 Freq 3.08000 ns Y
vintage 2 0.4 94962 94963.6 Freq 3.08000 ns Y
io 1 0.1 19498 19498.9 Freq 3.07000 ns Y
obscurity 1 0.1 19572 19572.9 Freq 3.06000 ns Y
constantinople 1 0.1 19576 19576.9 Freq 3.06000 ns Y
nicaragua 1 0.1 19786 19786.9 Freq 3.04000 ns Y
israeli 4 1.4 325929 325931.6 Freq 3.04000 ns Y
assessor 1 0.1 19888 19888.9 Freq 3.04000 ns Y
barnsley 1 0.1 19910 19910.9 Freq 3.03000 ns Y
periphery 1 0.1 19926 19926.9 Freq 3.03000 ns Y
incarceration 1 0.1 19949 19949.9 Freq 3.03000 ns Y
supervisor 2 0.4 96766 96767.6 Freq 3.02000 ns Y
dull 2 0.4 96786 96787.6 Freq 3.02000 ns Y
billionaire 1 0.1 20069 20069.9 Freq 3.02000 ns Y
gluten-?free 1 0.1 20079 20079.9 Freq 3.02000 ns Y
mobile 7 3.4 757179 757182.6 Freq 3.01000 ns Y
chiropractic 1 0.1 20256 20256.9 Freq 3.00000 ns Y
x 10 5.5 1238703 1238707.5 Freq 2.99000 ns Y
pvc 1 0.1 20511 20511.9 Freq 2.98000 ns Y
pinterest 1 0.1 20574 20574.9 Freq 2.97000 ns Y
chevron 1 0.1 20585 20585.9 Freq 2.97000 ns Y
primal 1 0.1 20656 20656.9 Freq 2.97000 ns Y
pear 1 0.1 20795 20795.9 Freq 2.95000 ns Y
sparrow 1 0.1 20843 20843.9 Freq 2.95000 ns Y
wes 1 0.1 20889 20889.9 Freq 2.95000 ns Y
malt 1 0.1 20929 20929.9 Freq 2.94000 ns Y
screenshot 1 0.1 20967 20967.9 Freq 2.94000 ns Y
biotech 1 0.1 20982 20982.9 Freq 2.94000 ns Y
pants 2 0.4 99651 99652.6 Freq 2.93000 ns Y
smoker 1 0.1 21100 21100.9 Freq 2.93000 ns Y
papua 1 0.1 21185 21185.9 Freq 2.92000 ns Y
tumblr 1 0.1 21210 21210.9 Freq 2.92000 ns Y
numeracy 1 0.1 21376 21376.9 Freq 2.90000 ns Y
bitcoin 1 0.1 21524 21524.9 Freq 2.89000 ns Y
bali 1 0.1 21570 21570.9 Freq 2.89000 ns Y
jams 1 0.1 21740 21740.9 Freq 2.87000 ns Y
tart 1 0.1 22017 22017.9 Freq 2.85000 ns Y
damon 1 0.1 22048 22048.9 Freq 2.85000 ns Y
cyberspace 1 0.1 22216 22216.9 Freq 2.83000 ns Y
geography 2 0.5 103226 103227.5 Freq 2.82000 ns Y
crippled 1 0.1 22576 22576.9 Freq 2.81000 ns Y
elf 1 0.1 22671 22671.9 Freq 2.80000 ns Y
owls 1 0.1 22737 22737.9 Freq 2.79000 ns Y
guy 7 3.5 781167 781170.5 Freq 2.79000 ns Y
strong 11 6.4 1435892 1435896.6 Freq 2.78000 ns Y
homo 1 0.1 22897 22897.9 Freq 2.78000 ns Y
beaver 1 0.1 22909 22909.9 Freq 2.78000 ns Y
biologist 1 0.1 23142 23142.9 Freq 2.76000 ns Y
serbs 1 0.1 23164 23164.9 Freq 2.76000 ns Y
budgeting 1 0.1 23276 23276.9 Freq 2.75000 ns Y
sock 1 0.1 23285 23285.9 Freq 2.75000 ns Y
warwickshire 1 0.1 23386 23386.9 Freq 2.74000 ns Y
instagram 1 0.1 23432 23432.9 Freq 2.74000 ns Y
poo 1 0.1 23477 23477.9 Freq 2.74000 ns Y
poland 2 0.5 106091 106092.5 Freq 2.73000 ns Y
ascension 1 0.1 23611 23611.9 Freq 2.73000 ns Y
gamer 1 0.1 23615 23615.9 Freq 2.73000 ns Y
oranges 1 0.1 23680 23680.9 Freq 2.72000 ns Y
rye 1 0.1 23703 23703.9 Freq 2.72000 ns Y
bashing 1 0.1 23726 23726.9 Freq 2.72000 ns Y
denial 2 0.5 107055 107056.5 Freq 2.71000 ns Y
babe 1 0.1 24012 24012.9 Freq 2.70000 ns Y
sweden 2 0.5 107887 107888.5 Freq 2.68000 ns Y
magnets 1 0.1 24225 24225.9 Freq 2.68000 ns Y
jockey 1 0.1 24354 24354.9 Freq 2.67000 ns Y
vandalism 1 0.1 24394 24394.9 Freq 2.67000 ns Y
spinach 1 0.1 24750 24750.9 Freq 2.64000 ns Y
hysteria 1 0.1 25134 25134.9 Freq 2.61000 ns Y
cookbook 1 0.1 25560 25560.9 Freq 2.58000 ns Y
noir 1 0.1 25561 25561.9 Freq 2.58000 ns Y
disparity 1 0.1 25658 25658.9 Freq 2.58000 ns Y
extremism 1 0.1 25739 25739.9 Freq 2.57000 ns Y
rfc 1 0.1 25832 25832.9 Freq 2.57000 ns Y
heresy 1 0.1 25902 25902.9 Freq 2.56000 ns Y
beta 2 0.5 112472 112473.5 Freq 2.56000 ns Y
blockbuster 1 0.1 26126 26126.9 Freq 2.55000 ns Y
manga 1 0.1 26224 26224.9 Freq 2.54000 ns Y
coercion 1 0.1 26277 26277.9 Freq 2.53000 ns Y
bangkok 1 0.1 26475 26475.9 Freq 2.52000 ns Y
robotic 1 0.1 26562 26562.9 Freq 2.52000 ns Y
boredom 1 0.1 26626 26626.9 Freq 2.51000 ns Y
preschool 1 0.1 26656 26656.9 Freq 2.51000 ns Y
scripting 1 0.1 26825 26825.9 Freq 2.50000 ns Y
overload 1 0.1 26837 26837.9 Freq 2.50000 ns Y
objectivity 1 0.1 27026 27026.9 Freq 2.49000 ns Y
galloway 1 0.1 27041 27041.9 Freq 2.48000 ns Y
brewer 1 0.1 27278 27278.9 Freq 2.47000 ns Y
indies 1 0.1 27419 27419.9 Freq 2.46000 ns Y
comics 2 0.5 116465 116466.5 Freq 2.45000 ns Y
bro 1 0.1 27713 27713.9 Freq 2.44000 ns Y
asa 1 0.1 27772 27772.9 Freq 2.44000 ns Y
vodka 1 0.1 27854 27854.9 Freq 2.43000 ns Y
rationality 1 0.1 28193 28193.9 Freq 2.41000 ns Y
footwear 1 0.1 28254 28254.9 Freq 2.41000 ns Y
implant 1 0.1 28605 28605.9 Freq 2.39000 ns Y
bicycles 1 0.1 28622 28622.9 Freq 2.38000 ns Y
violet 1 0.1 29126 29126.9 Freq 2.35000 ns Y
urls 1 0.1 29141 29141.9 Freq 2.35000 ns Y
chic 1 0.1 29308 29308.9 Freq 2.34000 ns Y
brow 1 0.1 29390 29390.9 Freq 2.34000 ns Y
austin 2 0.5 121170 121171.5 Freq 2.34000 ns Y
ajax 1 0.1 29469 29469.9 Freq 2.33000 ns Y
sprinkle 1 0.1 29565 29565.9 Freq 2.33000 ns Y
palestinian 3 1.1 241663 241664.9 Freq 2.33000 ns Y
catholicism 1 0.1 29609 29609.9 Freq 2.33000 ns Y
physicist 1 0.1 29883 29883.9 Freq 2.31000 ns Y
fluffy 1 0.1 29964 29964.9 Freq 2.31000 ns Y
istanbul 1 0.1 30035 30035.9 Freq 2.30000 ns Y
br 1 0.1 30188 30188.9 Freq 2.29000 ns Y
leopard 1 0.1 30465 30465.9 Freq 2.28000 ns Y
neutrality 1 0.1 30475 30475.9 Freq 2.28000 ns Y
stocking 1 0.1 31149 31149.9 Freq 2.24000 ns Y
browser 3 1.1 247982 247983.9 Freq 2.23000 ns Y
doncaster 1 0.1 31413 31413.9 Freq 2.22000 ns Y
sanity 1 0.1 31462 31462.9 Freq 2.22000 ns Y
everton 1 0.1 31475 31475.9 Freq 2.22000 ns Y
mexican 2 0.6 126263 126264.4 Freq 2.22000 ns Y
literacy 2 0.6 126929 126930.4 Freq 2.20000 ns Y
apis 1 0.1 31854 31854.9 Freq 2.20000 ns Y
percussion 1 0.1 31982 31982.9 Freq 2.19000 ns Y
myspace 1 0.1 32205 32205.9 Freq 2.18000 ns Y
underwear 1 0.1 32393 32393.9 Freq 2.17000 ns Y
viking 1 0.1 32537 32537.9 Freq 2.16000 ns Y
darts 1 0.1 33011 33011.9 Freq 2.14000 ns Y
redesign 1 0.1 33115 33115.9 Freq 2.13000 ns Y
chick 1 0.1 33202 33202.9 Freq 2.13000 ns Y
stealth 1 0.1 33208 33208.9 Freq 2.13000 ns Y
islamist 1 0.1 33366 33366.9 Freq 2.12000 ns Y
bald 1 0.1 33578 33578.9 Freq 2.11000 ns Y
mediocre 1 0.1 33582 33582.9 Freq 2.11000 ns Y
sox 1 0.1 33634 33634.9 Freq 2.11000 ns Y
cocoa 1 0.2 33905 33905.8 Freq 2.09000 ns Y
boro 1 0.2 34046 34046.8 Freq 2.09000 ns Y
psychiatrist 1 0.2 34137 34137.8 Freq 2.08000 ns Y
bbq 1 0.2 34335 34335.8 Freq 2.07000 ns Y
moderator 1 0.2 34494 34494.8 Freq 2.06000 ns Y
degree 7 3.9 870995 870998.1 Freq 2.06000 ns Y
kitty 1 0.2 34601 34601.8 Freq 2.06000 ns Y
extremist 1 0.2 34642 34642.8 Freq 2.06000 ns Y
panama 1 0.2 34843 34843.8 Freq 2.05000 ns Y
chop 1 0.2 34930 34930.8 Freq 2.04000 ns Y
unofficial 1 0.2 35013 35013.8 Freq 2.04000 ns Y
roadside 1 0.2 35133 35133.8 Freq 2.03000 ns Y
tighter 1 0.2 35271 35271.8 Freq 2.03000 ns Y
linkedin 1 0.2 35301 35301.8 Freq 2.02000 ns Y
skinny 1 0.2 35388 35388.8 Freq 2.02000 ns Y
bosnia 1 0.2 35502 35502.8 Freq 2.01000 ns Y
skepticism 1 0.2 35510 35510.8 Freq 2.01000 ns Y
carb 1 0.2 35624 35624.8 Freq 2.01000 ns Y
retro 1 0.2 35684 35684.8 Freq 2.01000 ns Y
bingo 1 0.2 35877 35877.8 Freq 2.00000 ns Y
patriot 1 0.2 35938 35938.8 Freq 1.99000 ns Y
atm 1 0.2 35964 35964.8 Freq 1.99000 ns Y
corpse 1 0.2 36089 36089.8 Freq 1.99000 ns Y
hash 1 0.2 36547 36547.8 Freq 1.97000 ns Y
imperfect 1 0.2 36554 36554.8 Freq 1.97000 ns Y
dictator 1 0.2 36689 36689.8 Freq 1.96000 ns Y
metaphysical 1 0.2 36690 36690.8 Freq 1.96000 ns Y
morocco 1 0.2 36843 36843.8 Freq 1.95000 ns Y
guts 1 0.2 36854 36854.8 Freq 1.95000 ns Y
starbucks 1 0.2 36906 36906.8 Freq 1.95000 ns Y
spur 1 0.2 36921 36921.8 Freq 1.95000 ns Y
ut 1 0.2 37188 37188.8 Freq 1.94000 ns Y
sewing 1 0.2 37330 37330.8 Freq 1.93000 ns Y
banker 1 0.2 37655 37655.8 Freq 1.92000 ns Y
sober 1 0.2 37942 37942.8 Freq 1.90000 ns Y
boutique 1 0.2 38057 38057.8 Freq 1.90000 ns Y
football 5 2.5 569139 569141.5 Freq 1.89000 ns Y
blur 1 0.2 38401 38401.8 Freq 1.88000 ns Y
mould 1 0.2 38423 38423.8 Freq 1.88000 ns Y
conversation 4 1.8 416559 416561.2 Freq 1.88000 ns Y
ambiguity 1 0.2 38923 38923.8 Freq 1.86000 ns Y
prudent 1 0.2 38955 38955.8 Freq 1.86000 ns Y
jihad 1 0.2 39030 39030.8 Freq 1.86000 ns Y
programming 3 1.2 274220 274221.8 Freq 1.86000 ns Y
bleak 1 0.2 39153 39153.8 Freq 1.85000 ns Y
pc 4 1.9 420861 420863.1 Freq 1.84000 ns Y
fats 1 0.2 39888 39888.8 Freq 1.82000 ns Y
freak 1 0.2 39961 39961.8 Freq 1.82000 ns Y
pumpkin 1 0.2 39968 39968.8 Freq 1.82000 ns Y
sims 1 0.2 40040 40040.8 Freq 1.81000 ns Y
quirky 1 0.2 40175 40175.8 Freq 1.81000 ns Y
gaming 2 0.6 146107 146108.4 Freq 1.81000 ns Y
dread 1 0.2 40460 40460.8 Freq 1.80000 ns Y
stupidity 1 0.2 40622 40622.8 Freq 1.79000 ns Y
metallic 1 0.2 40743 40743.8 Freq 1.79000 ns Y
immortal 1 0.2 40866 40866.8 Freq 1.78000 ns Y
derivatives 1 0.2 40993 40993.8 Freq 1.78000 ns Y
persistence 1 0.2 41164 41164.8 Freq 1.77000 ns Y
beacon 1 0.2 41432 41432.8 Freq 1.76000 ns Y
curator 1 0.2 41638 41638.8 Freq 1.75000 ns Y
belgian 1 0.2 41697 41697.8 Freq 1.75000 ns Y
failure 5 2.6 586418 586420.4 Freq 1.75000 ns Y
shareholder 1 0.2 41735 41735.8 Freq 1.75000 ns Y
canopy 1 0.2 42086 42086.8 Freq 1.73000 ns Y
disco 1 0.2 42158 42158.8 Freq 1.73000 ns Y
resilience 1 0.2 42245 42245.8 Freq 1.73000 ns Y
knitting 1 0.2 42374 42374.8 Freq 1.72000 ns Y
skype 1 0.2 42937 42937.8 Freq 1.70000 ns Y
arrogance 1 0.2 42943 42943.8 Freq 1.70000 ns Y
hypocrisy 1 0.2 43283 43283.8 Freq 1.69000 ns Y
stripes 1 0.2 43567 43567.8 Freq 1.68000 ns Y
crap 2 0.7 153886 153887.3 Freq 1.67000 ns Y
revolt 1 0.2 44011 44011.8 Freq 1.66000 ns Y
politics 5 2.7 598593 598595.3 Freq 1.65000 ns Y
sap 1 0.2 44394 44394.8 Freq 1.65000 ns Y
yemen 1 0.2 44487 44487.8 Freq 1.64000 ns Y
fishermen 1 0.2 44509 44509.8 Freq 1.64000 ns Y
brewery 1 0.2 44831 44831.8 Freq 1.63000 ns Y
poultry 1 0.2 44847 44847.8 Freq 1.63000 ns Y
palin 1 0.2 44939 44939.8 Freq 1.63000 ns Y
experimentation 1 0.2 44999 44999.8 Freq 1.62000 ns Y
blackpool 1 0.2 45325 45325.8 Freq 1.61000 ns Y
crow 1 0.2 45632 45632.8 Freq 1.60000 ns Y
sour 1 0.2 45752 45752.8 Freq 1.60000 ns Y
twilight 1 0.2 45820 45820.8 Freq 1.60000 ns Y
masks 1 0.2 45903 45903.8 Freq 1.59000 ns Y
hd 2 0.7 158955 158956.3 Freq 1.59000 ns Y
youths 1 0.2 46409 46409.8 Freq 1.58000 ns Y
virtual 3 1.3 299050 299051.7 Freq 1.56000 ns Y
instability 1 0.2 47083 47083.8 Freq 1.55000 ns Y
beer 3 1.3 299394 299395.7 Freq 1.55000 ns Y
earnest 1 0.2 47145 47145.8 Freq 1.55000 ns Y
plumbing 1 0.2 47181 47181.8 Freq 1.55000 ns Y
htc 1 0.2 47719 47719.8 Freq 1.53000 ns Y
http 1 0.2 47909 47909.8 Freq 1.53000 ns Y
hispanic 1 0.2 48088 48088.8 Freq 1.52000 ns Y
friday 5 2.7 617303 617305.3 Freq 1.51000 ns Y
surfing 1 0.2 48687 48687.8 Freq 1.50000 ns Y
dependency 1 0.2 48788 48788.8 Freq 1.50000 ns Y
math 2 0.7 166295 166296.3 Freq 1.47000 ns Y
rap 1 0.2 49865 49865.8 Freq 1.46000 ns Y
blu-?ray 1 0.2 49944 49944.8 Freq 1.46000 ns Y
ribbon 1 0.2 50306 50306.8 Freq 1.45000 ns Y
milan 1 0.2 50460 50460.8 Freq 1.44000 ns Y
drone 1 0.2 50726 50726.8 Freq 1.44000 ns Y
journalism 2 0.7 168565 168566.3 Freq 1.44000 ns Y
poker 1 0.2 50763 50763.8 Freq 1.43000 ns Y
lily 1 0.2 50779 50779.8 Freq 1.43000 ns Y
soda 1 0.2 50795 50795.8 Freq 1.43000 ns Y
goat 1 0.2 50836 50836.8 Freq 1.43000 ns Y
rape 2 0.7 169003 169004.3 Freq 1.43000 ns Y
innovation 3 1.4 315578 315579.6 Freq 1.38000 ns Y
banana 1 0.2 52722 52722.8 Freq 1.38000 ns Y
nebraska 1 0.2 52752 52752.8 Freq 1.38000 ns Y
messaging 1 0.2 52782 52782.8 Freq 1.37000 ns Y
curry 1 0.2 52958 52958.8 Freq 1.37000 ns Y
libertarian 1 0.2 53022 53022.8 Freq 1.37000 ns Y
feminism 1 0.2 53077 53077.8 Freq 1.37000 ns Y
bump 1 0.2 53527 53527.8 Freq 1.35000 ns Y
chickens 1 0.2 53557 53557.8 Freq 1.35000 ns Y
offender 1 0.2 53584 53584.8 Freq 1.35000 ns Y
ginger 1 0.2 53599 53599.8 Freq 1.35000 ns Y
ringing 1 0.2 53791 53791.8 Freq 1.35000 ns Y
truth 7 4.4 986170 986172.6 Freq 1.34000 ns Y
storytelling 1 0.2 53992 53992.8 Freq 1.34000 ns Y
wrist 1 0.2 54156 54156.8 Freq 1.34000 ns Y
toast 1 0.2 54512 54512.8 Freq 1.33000 ns Y
vienna 1 0.2 54871 54871.8 Freq 1.32000 ns Y
chemistry 2 0.8 177621 177622.2 Freq 1.31000 ns Y
rulers 1 0.2 55390 55390.8 Freq 1.30000 ns Y
breadth 1 0.2 55498 55498.8 Freq 1.30000 ns Y
aluminum 1 0.2 55624 55624.8 Freq 1.29000 ns Y
programmer 1 0.2 55676 55676.8 Freq 1.29000 ns Y
lime 1 0.2 55950 55950.8 Freq 1.29000 ns Y
operator 2 0.8 179370 179371.2 Freq 1.28000 ns Y
puzzles 1 0.2 56339 56339.8 Freq 1.28000 ns Y
towel 1 0.3 56568 56568.7 Freq 1.27000 ns Y
laptop 2 0.8 182480 182481.2 Freq 1.24000 ns Y
stoke 1 0.3 57979 57979.7 Freq 1.23000 ns Y
aluminium 1 0.3 58093 58093.7 Freq 1.23000 ns Y
atheist 1 0.3 58626 58626.7 Freq 1.22000 ns Y
collectors 1 0.3 58678 58678.7 Freq 1.22000 ns Y
couch 1 0.3 59168 59168.7 Freq 1.20000 ns Y
jazz 2 0.8 185620 185621.2 Freq 1.20000 ns Y
hunting 2 0.8 185830 185831.2 Freq 1.20000 ns Y
indie 1 0.3 59626 59626.7 Freq 1.19000 ns Y
tears 2 0.8 186550 186551.2 Freq 1.19000 ns Y
fur 1 0.3 60168 60168.7 Freq 1.18000 ns Y
poverty 3 1.5 336963 336964.5 Freq 1.18000 ns Y
guardian 2 0.8 188909 188910.2 Freq 1.16000 ns Y
bury 1 0.3 61048 61048.7 Freq 1.16000 ns Y
e-?book 1 0.3 61563 61563.7 Freq 1.14000 ns Y
irs 1 0.3 61758 61758.7 Freq 1.14000 ns Y
highways 1 0.3 61770 61770.7 Freq 1.14000 ns Y
print 4 2.2 504014 504015.8 Freq 1.13000 ns Y
monday 4 2.2 504228 504229.8 Freq 1.13000 ns Y
dakota 1 0.3 62181 62181.7 Freq 1.13000 ns Y
macro 1 0.3 62414 62414.7 Freq 1.12000 ns Y
wal-?mart 1 0.3 63074 63074.7 Freq 1.11000 ns Y
ethics 2 0.9 193080 193081.1 Freq 1.11000 ns Y
driver 4 2.3 508299 508300.7 Freq 1.10000 ns Y
licenses 1 0.3 63715 63715.7 Freq 1.10000 ns Y
sponsorship 1 0.3 63716 63716.7 Freq 1.10000 ns Y
halloween 1 0.3 63810 63810.7 Freq 1.09000 ns Y
glow 1 0.3 63844 63844.7 Freq 1.09000 ns Y
vulnerability 1 0.3 64101 64101.7 Freq 1.09000 ns Y
biodiversity 1 0.3 64530 64530.7 Freq 1.08000 ns Y
slow 4 2.3 512811 512812.7 Freq 1.07000 ns Y
astronomy 1 0.3 64842 64842.7 Freq 1.07000 ns Y
helmet 1 0.3 64982 64982.7 Freq 1.07000 ns Y
food 14 10.5 2371496 2371499.5 Freq 1.06000 ns Y
glue 1 0.3 65613 65613.7 Freq 1.05000 ns Y
gesture 1 0.3 65883 65883.7 Freq 1.05000 ns Y
rainbow 1 0.3 65903 65903.7 Freq 1.05000 ns Y
micro 1 0.3 65988 65988.7 Freq 1.05000 ns Y
weed 1 0.3 66129 66129.7 Freq 1.04000 ns Y
prosecutor 1 0.3 66236 66236.7 Freq 1.04000 ns Y
wheelchair 1 0.3 66268 66268.7 Freq 1.04000 ns Y
kindness 1 0.3 66307 66307.7 Freq 1.04000 ns Y
lifestyle 2 0.9 200084 200085.1 Freq 1.03000 ns Y
noticeable 1 0.3 66959 66959.7 Freq 1.02000 ns Y
sociology 1 0.3 67012 67012.7 Freq 1.02000 ns Y
zimbabwe 1 0.3 67097 67097.7 Freq 1.02000 ns Y
lip 1 0.3 67237 67237.7 Freq 1.02000 ns Y
networks 3 1.6 356816 356817.4 Freq 1.01000 ns Y
witch 1 0.3 67973 67973.7 Freq 1.00000 ns Y
belly 1 0.3 67977 67977.7 Freq 1.00000 ns Y
rebellion 1 0.3 68225 68225.7 Freq 1.00000 ns Y
awake 1 0.3 69132 69132.7 Freq 0.98000 ns Y
affection 1 0.3 69513 69513.7 Freq 0.97000 ns Y
afghan 1 0.3 69610 69610.7 Freq 0.97000 ns Y
developer 2 0.9 208155 208156.1 Freq 0.94000 ns Y
trademark 1 0.3 71510 71510.7 Freq 0.93000 ns Y
analytics 1 0.3 71751 71751.7 Freq 0.93000 ns Y
greed 1 0.3 71806 71806.7 Freq 0.93000 ns Y
browsing 1 0.3 73098 73098.7 Freq 0.90000 ns Y
portugal 1 0.3 74137 74137.7 Freq 0.88000 ns Y
tech 2 1.0 214886 214887.0 Freq 0.87000 ns Y
rss 1 0.3 74722 74722.7 Freq 0.87000 ns Y
colors 2 1.0 215267 215268.0 Freq 0.87000 ns Y
chrome 1 0.3 75131 75131.7 Freq 0.87000 ns Y
archaeology 1 0.3 75336 75336.7 Freq 0.86000 ns Y
halfway 1 0.3 75637 75637.7 Freq 0.86000 ns Y
sa 1 0.3 76202 76202.7 Freq 0.85000 ns Y
sql 1 0.3 76544 76544.7 Freq 0.84000 ns Y
taliban 1 0.3 76598 76598.7 Freq 0.84000 ns Y
rabbit 1 0.3 76611 76611.7 Freq 0.84000 ns Y
dc 2 1.0 218439 218440.0 Freq 0.84000 ns Y
belgium 1 0.3 76718 76718.7 Freq 0.84000 ns Y
sandwich 1 0.3 77205 77205.7 Freq 0.83000 ns Y
belfast 1 0.3 78026 78026.7 Freq 0.82000 ns Y
cargo 1 0.3 78322 78322.7 Freq 0.81000 ns Y
journalists 2 1.0 221876 221877.0 Freq 0.81000 ns Y
ss 1 0.4 79288 79288.6 Freq 0.80000 ns Y
canvas 1 0.4 79707 79707.6 Freq 0.79000 ns Y
hamas 1 0.4 79884 79884.6 Freq 0.79000 ns Y
sf 1 0.4 80147 80147.6 Freq 0.78000 ns Y
porn 1 0.4 80199 80199.6 Freq 0.78000 ns Y
optimi[zs]ation 1 0.4 80405 80405.6 Freq 0.78000 ns Y
fox 2 1.0 226382 226383.0 Freq 0.77000 ns Y
men 13 10.1 2279981 2279983.9 Freq 0.77000 ns Y
metaphor 1 0.4 81174 81174.6 Freq 0.77000 ns Y
pharmaceutical 1 0.4 81642 81642.6 Freq 0.76000 ns Y
brand 4 2.5 565332 565333.5 Freq 0.76000 ns Y
vista 1 0.4 82010 82010.6 Freq 0.75000 ns Y
sexy 1 0.4 82298 82298.6 Freq 0.75000 ns Y
diving 1 0.4 82484 82484.6 Freq 0.74000 ns Y
bnp 1 0.4 82554 82554.6 Freq 0.74000 ns Y
norway 1 0.4 82752 82752.6 Freq 0.74000 ns Y
choir 1 0.4 82997 82997.6 Freq 0.74000 ns Y
wednesday 3 1.7 395022 395023.3 Freq 0.74000 ns Y
ios 1 0.4 83180 83180.6 Freq 0.73000 ns Y
simplicity 1 0.4 83527 83527.6 Freq 0.73000 ns Y
orbit 1 0.4 83690 83690.6 Freq 0.73000 ns Y
prediction 1 0.4 84454 84454.6 Freq 0.72000 ns Y
metal 3 1.8 398322 398323.2 Freq 0.71000 ns Y
clothing 2 1.0 232807 232808.0 Freq 0.71000 ns Y
diagram 1 0.4 84672 84672.6 Freq 0.71000 ns Y
trillion 1 0.4 84753 84753.6 Freq 0.71000 ns Y
ham 1 0.4 84762 84762.6 Freq 0.71000 ns Y
retention 1 0.4 84933 84933.6 Freq 0.71000 ns Y
robot 1 0.4 85050 85050.6 Freq 0.71000 ns Y
carbon 3 1.8 401701 401702.2 Freq 0.69000 ns Y
inequality 1 0.4 86129 86129.6 Freq 0.69000 ns Y
usa 3 1.8 403585 403586.2 Freq 0.68000 ns Y
politician 1 0.4 86779 86779.6 Freq 0.68000 ns Y
dumb 1 0.4 87042 87042.6 Freq 0.68000 ns Y
shortage 1 0.4 87333 87333.6 Freq 0.67000 ns Y
liberation 1 0.4 87374 87374.6 Freq 0.67000 ns Y
dot 1 0.4 87391 87391.6 Freq 0.67000 ns Y
utah 1 0.4 87801 87801.6 Freq 0.67000 ns Y
prison 3 1.8 406885 406886.2 Freq 0.66000 ns Y
chocolate 2 1.1 239369 239369.9 Freq 0.66000 ns Y
nokia 1 0.4 88725 88725.6 Freq 0.65000 ns Y
rage 1 0.4 89080 89080.6 Freq 0.65000 ns Y
intel 1 0.4 89209 89209.6 Freq 0.65000 ns Y
detroit 1 0.4 89224 89224.6 Freq 0.65000 ns Y
socialism 1 0.4 89502 89502.6 Freq 0.64000 ns Y
kenya 1 0.4 89999 89999.6 Freq 0.64000 ns Y
stanley 1 0.4 90128 90128.6 Freq 0.64000 ns Y
yoga 1 0.4 90426 90426.6 Freq 0.63000 ns Y
smile 2 1.1 243179 243179.9 Freq 0.63000 ns Y
duck 1 0.4 90829 90829.6 Freq 0.63000 ns Y
labour 5 3.4 775685 775686.6 Freq 0.62000 ns Y
salmon 1 0.4 91374 91374.6 Freq 0.62000 ns Y
manor 1 0.4 91431 91431.6 Freq 0.62000 ns Y
trinity 1 0.4 92115 92115.6 Freq 0.61000 ns Y
ba 1 0.4 92217 92217.6 Freq 0.61000 ns Y
professors 1 0.4 93687 93687.6 Freq 0.59000 ns Y
fever 1 0.4 93826 93826.6 Freq 0.59000 ns Y
fusion 1 0.4 93970 93970.6 Freq 0.59000 ns Y
taxpayer 1 0.4 94365 94365.6 Freq 0.58000 ns Y
flu 1 0.4 94783 94783.6 Freq 0.58000 ns Y
bombing 1 0.4 94929 94929.6 Freq 0.57000 ns Y
mice 1 0.4 95002 95002.6 Freq 0.57000 ns Y
yahoo 1 0.4 95086 95086.6 Freq 0.57000 ns Y
start-?up 1 0.4 95414 95414.6 Freq 0.57000 ns Y
supermarket 1 0.4 95713 95713.6 Freq 0.56000 ns Y
wikipedia 1 0.4 96448 96448.6 Freq 0.56000 ns Y
chains 1 0.4 96934 96934.6 Freq 0.55000 ns Y
lamb 1 0.4 97415 97415.6 Freq 0.54000 ns Y
unemployed 1 0.4 97676 97676.6 Freq 0.54000 ns Y
beam 1 0.4 98585 98585.6 Freq 0.53000 ns Y
believers 1 0.4 99158 99158.6 Freq 0.52000 ns Y
disability 2 1.1 258263 258263.9 Freq 0.52000 ns Y
stamp 1 0.4 100548 100548.6 Freq 0.51000 ns Y
alpha 1 0.4 100609 100609.6 Freq 0.51000 ns Y
dairy 1 0.4 101259 101259.6 Freq 0.50000 ns Y
miami 1 0.4 101410 101410.6 Freq 0.50000 ns Y
bent 1 0.5 101973 101973.5 Freq 0.49000 ns Y
touching 1 0.5 102025 102025.5 Freq 0.49000 ns Y
essex 1 0.5 102152 102152.5 Freq 0.49000 ns Y
singapore 1 0.5 102464 102464.5 Freq 0.49000 ns Y
maria 1 0.5 102475 102475.5 Freq 0.49000 ns Y
tags 1 0.5 103126 103126.5 Freq 0.48000 ns Y
rhetoric 1 0.5 103385 103385.5 Freq 0.48000 ns Y
derby 1 0.5 103944 103944.5 Freq 0.47000 ns Y
depression 2 1.2 266246 266246.8 Freq 0.47000 ns Y
ted 1 0.5 104168 104168.5 Freq 0.47000 ns Y
spain 2 1.2 266673 266673.8 Freq 0.47000 ns Y
judging 1 0.5 104639 104639.5 Freq 0.47000 ns Y
vegas 1 0.5 104997 104997.5 Freq 0.46000 ns Y
soup 1 0.5 104998 104998.5 Freq 0.46000 ns Y
wisconsin 1 0.5 105056 105056.5 Freq 0.46000 ns Y
citizenship 1 0.5 106267 106267.5 Freq 0.45000 ns Y
ipod 1 0.5 106501 106501.5 Freq 0.45000 ns Y
jacket 1 0.5 106756 106756.5 Freq 0.44000 ns Y
filing 1 0.5 106887 106887.5 Freq 0.44000 ns Y
algorithm 1 0.5 107079 107079.5 Freq 0.44000 ns Y
eu 3 2.0 450258 450259.0 Freq 0.44000 ns Y
treasure 1 0.5 107796 107796.5 Freq 0.43000 ns Y
bond 2 1.2 273163 273163.8 Freq 0.43000 ns Y
video 7 5.4 1221354 1221355.6 Freq 0.43000 ns Y
outlet 1 0.5 108708 108708.5 Freq 0.42000 ns Y
rugby 1 0.5 110889 110889.5 Freq 0.40000 ns Y
israel 5 3.7 841142 841143.3 Freq 0.39000 ns Y
girlfriend 1 0.5 113175 113175.5 Freq 0.38000 ns Y
cooling 1 0.5 113534 113534.5 Freq 0.38000 ns Y
casual 1 0.5 115213 115213.5 Freq 0.37000 ns Y
culture 6 4.6 1049659 1049660.4 Freq 0.36000 ns Y
crying 1 0.5 116046 116046.5 Freq 0.36000 ns Y
alaska 1 0.5 116202 116202.5 Freq 0.36000 ns Y
wave 2 1.3 287281 287281.7 Freq 0.35000 ns Y
charts 1 0.5 117377 117377.5 Freq 0.35000 ns Y
nuts 1 0.5 117481 117481.5 Freq 0.35000 ns Y
meantime 1 0.5 117538 117538.5 Freq 0.35000 ns Y
disney 1 0.5 118203 118203.5 Freq 0.34000 ns Y
newcastle 1 0.5 119766 119766.5 Freq 0.33000 ns Y
buyer 1 0.5 119849 119849.5 Freq 0.33000 ns Y
korean 1 0.5 119967 119967.5 Freq 0.33000 ns Y
seo 2 1.3 292880 292880.7 Freq 0.33000 ns Y
console 1 0.5 121366 121366.5 Freq 0.32000 ns Y
normal 5 3.9 869901 869902.1 Freq 0.31000 ns Y
samsung 1 0.5 122110 122110.5 Freq 0.31000 ns Y
stewart 1 0.5 122629 122629.5 Freq 0.31000 ns Y
tablet 1 0.5 122882 122882.5 Freq 0.31000 ns Y
theft 1 0.5 123049 123049.5 Freq 0.30000 ns Y
epic 1 0.5 123920 123920.5 Freq 0.30000 ns Y
dragon 1 0.6 124854 124854.4 Freq 0.29000 ns Y
medal 1 0.6 125081 125081.4 Freq 0.29000 ns Y
accountability 1 0.6 125498 125498.4 Freq 0.29000 ns Y
panic 1 0.6 125634 125634.4 Freq 0.29000 ns Y
statistics 2 1.3 303672 303672.7 Freq 0.28000 ns Y
wood 3 2.2 494099 494099.8 Freq 0.27000 ns Y
bedroom 2 1.4 305554 305554.6 Freq 0.27000 ns Y
investing 1 0.6 129170 129170.4 Freq 0.26000 ns Y
recycling 1 0.6 129353 129353.4 Freq 0.26000 ns Y
diesel 1 0.6 130155 130155.4 Freq 0.25000 ns Y
architecture 2 1.4 309254 309254.6 Freq 0.25000 ns Y
water 15 13.2 2970655 2970656.8 Freq 0.25000 ns Y
chelsea 1 0.6 131463 131463.4 Freq 0.25000 ns Y
icon 1 0.6 131528 131528.4 Freq 0.25000 ns Y
sauce 1 0.6 131557 131557.4 Freq 0.25000 ns Y
copper 1 0.6 131758 131758.4 Freq 0.24000 ns Y
eve 1 0.6 131800 131800.4 Freq 0.24000 ns Y
slip 1 0.6 133112 133112.4 Freq 0.24000 ns Y
mars 1 0.6 133629 133629.4 Freq 0.23000 ns Y
drinking 2 1.4 314992 314992.6 Freq 0.23000 ns Y
dvd 2 1.4 315510 315510.6 Freq 0.23000 ns Y
sunday 4 3.1 705154 705154.9 Freq 0.23000 ns Y
tongue 1 0.6 135048 135048.4 Freq 0.22000 ns Y
diamond 1 0.6 135337 135337.4 Freq 0.22000 ns Y
iraq 3 2.3 510531 510531.7 Freq 0.22000 ns Y
cotton 1 0.6 136916 136916.4 Freq 0.21000 ns Y
cloud 2 1.4 319999 319999.6 Freq 0.21000 ns Y
tent 1 0.6 137559 137559.4 Freq 0.21000 ns Y
baseball 1 0.6 139010 139010.4 Freq 0.20000 ns Y
drag 1 0.6 139144 139144.4 Freq 0.20000 ns Y
roll 2 1.4 324550 324550.6 Freq 0.20000 ns Y
killer 1 0.6 140980 140980.4 Freq 0.19000 ns Y
monster 1 0.6 141375 141375.4 Freq 0.19000 ns Y
meat 2 1.4 326982 326982.6 Freq 0.19000 ns Y
hr 1 0.6 141574 141574.4 Freq 0.19000 ns Y
myth 1 0.6 141713 141713.4 Freq 0.19000 ns Y
placement 1 0.6 142394 142394.4 Freq 0.18000 ns Y
measurement 1 0.6 143236 143236.4 Freq 0.18000 ns Y
arsenal 1 0.6 143423 143423.4 Freq 0.18000 ns Y
uncertainty 1 0.6 144235 144235.4 Freq 0.17000 ns Y
ghost 1 0.6 144271 144271.4 Freq 0.17000 ns Y
farming 1 0.6 144479 144479.4 Freq 0.17000 ns Y
sustainability 1 0.6 144709 144709.4 Freq 0.17000 ns Y
fabric 1 0.7 146974 146974.3 Freq 0.16000 ns Y
murder 2 1.5 336121 336121.5 Freq 0.16000 ns Y
arizona 1 0.7 147472 147472.3 Freq 0.16000 ns Y
invasion 1 0.7 148801 148801.3 Freq 0.15000 ns Y
moderate 1 0.7 148870 148870.3 Freq 0.15000 ns Y
sword 1 0.7 149839 149839.3 Freq 0.15000 ns Y
servers 1 0.7 150210 150210.3 Freq 0.15000 ns Y
jail 1 0.7 151370 151370.3 Freq 0.14000 ns Y
forums 1 0.7 151520 151520.3 Freq 0.14000 ns Y
bold 1 0.7 151732 151732.3 Freq 0.14000 ns Y
gentle 1 0.7 151886 151886.3 Freq 0.14000 ns Y
manchester 2 1.5 343689 343689.5 Freq 0.14000 ns Y
functionality 1 0.7 153401 153401.3 Freq 0.13000 ns Y
mini 1 0.7 154096 154096.3 Freq 0.13000 ns Y
consensus 1 0.7 154409 154409.3 Freq 0.13000 ns Y
proof 2 1.5 347462 347462.5 Freq 0.13000 ns Y
quantity 1 0.7 155034 155034.3 Freq 0.13000 ns Y
alcohol 2 1.5 348584 348584.5 Freq 0.12000 ns Y
audio 2 1.5 348742 348742.5 Freq 0.12000 ns Y
reporter 1 0.7 156008 156008.3 Freq 0.12000 ns Y
flying 2 1.5 349441 349441.5 Freq 0.12000 ns Y
creativity 1 0.7 157087 157087.3 Freq 0.12000 ns Y
michigan 1 0.7 157264 157264.3 Freq 0.12000 ns Y
moore 1 0.7 157473 157473.3 Freq 0.12000 ns Y
brazil 1 0.7 158634 158634.3 Freq 0.11000 ns Y
stadium 1 0.7 159665 159665.3 Freq 0.11000 ns Y
pollution 1 0.7 160920 160920.3 Freq 0.10000 ns Y
healthy 3 2.5 562069 562069.5 Freq 0.09800 ns Y
capitalism 1 0.7 162222 162222.3 Freq 0.09800 ns Y
recommendation 1 0.7 163229 163229.3 Freq 0.09500 ns Y
pipe 1 0.7 163762 163762.3 Freq 0.09300 ns Y
transformation 1 0.7 163964 163964.3 Freq 0.09200 ns Y
conservative 2 1.6 361864 361864.4 Freq 0.09100 ns Y
deficit 1 0.7 164578 164578.3 Freq 0.09000 ns Y
color 3 2.5 568317 568317.5 Freq 0.08700 ns Y
acceptance 1 0.7 165730 165730.3 Freq 0.08700 ns Y
abortion 1 0.8 169519 169519.2 Freq 0.07500 ns Y
layout 1 0.8 169957 169957.2 Freq 0.07400 ns Y
leisure 1 0.8 170114 170114.2 Freq 0.07300 ns Y
tail 1 0.8 171731 171731.2 Freq 0.06900 ns Y
advertising 2 1.7 374061 374061.3 Freq 0.06700 ns Y
networking 1 0.8 176978 176978.2 Freq 0.05500 ns Y
angel 1 0.8 178091 178091.2 Freq 0.05200 ns Y
elite 1 0.8 178174 178174.2 Freq 0.05200 ns Y
codes 1 0.8 178182 178182.2 Freq 0.05200 ns Y
socialist 1 0.8 178566 178566.2 Freq 0.05100 ns Y
gathering 1 0.8 179705 179705.2 Freq 0.04800 ns Y
mouth 2 1.7 386323 386323.3 Freq 0.04600 ns Y
healing 1 0.8 181023 181023.2 Freq 0.04500 ns Y
pregnancy 1 0.8 181134 181134.2 Freq 0.04500 ns Y
happiness 1 0.8 181255 181255.2 Freq 0.04500 ns Y
anxiety 1 0.8 182601 182601.2 Freq 0.04200 ns Y
desktop 1 0.8 184674 184674.2 Freq 0.03800 ns Y
pocket 1 0.8 186611 186611.2 Freq 0.03400 ns Y
pregnant 1 0.8 187670 187670.2 Freq 0.03200 ns Y
biology 1 0.8 188486 188486.2 Freq 0.03100 ns Y
legacy 1 0.8 189348 189348.2 Freq 0.02900 ns Y
cake 1 0.8 189440 189440.2 Freq 0.02900 ns Y
progressive 1 0.8 189877 189877.2 Freq 0.02800 ns Y
portfolio 1 0.8 190579 190579.2 Freq 0.02700 ns Y
hollywood 1 0.9 192193 192193.1 Freq 0.02500 ns Y
observation 1 0.9 192623 192623.1 Freq 0.02400 ns Y
computing 1 0.9 193430 193430.1 Freq 0.02300 ns Y
korea 1 0.9 195010 195010.1 Freq 0.02000 ns Y
ethical 1 0.9 195312 195312.1 Freq 0.02000 ns Y
microsoft 2 1.8 408571 408571.2 Freq 0.01900 ns Y
luxury 1 0.9 195785 195785.1 Freq 0.01900 ns Y
fantasy 1 0.9 198002 198002.1 Freq 0.01700 ns Y
losses 1 0.9 198550 198550.1 Freq 0.01600 ns Y
philosophy 2 1.8 412737 412737.2 Freq 0.01600 ns Y
stability 1 0.9 200540 200540.1 Freq 0.01400 ns Y
wild 2 1.8 415946 415946.2 Freq 0.01300 ns Y
pakistan 1 0.9 201281 201281.1 Freq 0.01300 ns Y
content 6 5.7 1294757 1294757.3 Freq 0.01200 ns Y
loud 1 0.9 203115 203115.1 Freq 0.01100 ns Y
craft 1 0.9 203119 203119.1 Freq 0.01100 ns Y
touch 3 2.8 637620 637620.2 Freq 0.01100 ns Y
tall 1 0.9 205557 205557.1 Freq 0.00860 ns Y
lies 2 1.9 424874 424874.1 Freq 0.00730 ns Y
silence 1 0.9 208104 208104.1 Freq 0.00650 ns Y
inspiration 1 0.9 208271 208271.1 Freq 0.00640 ns Y
extraordinary 1 0.9 209075 209075.1 Freq 0.00580 ns Y
wireless 1 0.9 209298 209298.1 Freq 0.00560 ns Y
hate 2 1.9 428306 428306.1 Freq 0.00550 ns Y
hide 1 0.9 211785 211785.1 Freq 0.00400 ns Y
bowl 1 0.9 212369 212369.1 Freq 0.00370 ns Y
max 1 1.0 215248 215248.0 Freq 0.00230 ns Y
saturday 3 2.9 665357 665357.1 Freq 0.00097 ns Y
web 7 6.9 1565078 1565078.1 Freq 0.00069 ns Y
eating 2 2.0 445144 445144.0 Freq 0.00042 ns Y
os 1 1.0 222659 222659.0 Freq 0.00020 ns Y
rid 1 1.0 223786 223786.0 Freq 0.00008 ns Y
lawyer 1 1.0 224049 224049.0 Freq 0.00006 ns Y
dollar 1 1.0 224241 224241.0 Freq 0.00005 ns Y
warming 1 1.0 224425 224425.0 Freq 0.00004 ns Y
wire 1 1.0 227236 227236.0 Freq_encow 0.00004 ns Y
grass 1 1.0 227287 227287.0 Freq_encow 0.00004 ns Y
tape 1 1.0 228360 228360.0 Freq_encow 0.00013 ns Y
reaching 1 1.0 229824 229824.0 Freq_encow 0.00031 ns Y
seed 1 1.0 230021 230021.0 Freq_encow 0.00034 ns Y
liverpool 1 1.0 231874 231874.0 Freq_encow 0.00071 ns Y
retirement 1 1.0 233636 233636.0 Freq_encow 0.00120 ns Y
engagement 1 1.0 235788 235788.0 Freq_encow 0.00190 ns Y
festival 2 2.1 466441 466440.9 Freq_encow 0.00210 ns Y
bottle 1 1.0 236526 236526.0 Freq_encow 0.00220 ns Y
staying 1 1.1 237503 237502.9 Freq_encow 0.00260 ns Y
sheffield 1 1.1 237650 237649.9 Freq_encow 0.00270 ns Y
closing 1 1.1 238168 238167.9 Freq_encow 0.00290 ns Y
shop 3 3.1 700071 700070.9 Freq_encow 0.00330 ns Y
flat 2 2.1 470206 470205.9 Freq_encow 0.00330 ns Y
pet 1 1.1 239144 239143.9 Freq_encow 0.00340 ns Y
net 2 2.1 470849 470848.9 Freq_encow 0.00350 ns Y
service 16 16.2 3668029 3668028.8 Freq_encow 0.00370 ns Y
cooking 1 1.1 240641 240640.9 Freq_encow 0.00410 ns Y
artist 2 2.1 472479 472478.9 Freq_encow 0.00410 ns Y
eggs 1 1.1 240964 240963.9 Freq_encow 0.00430 ns Y
neck 1 1.1 241912 241911.9 Freq_encow 0.00480 ns Y
virginia 1 1.1 243737 243736.9 Freq_encow 0.00600 ns Y
designer 1 1.1 244427 244426.9 Freq_encow 0.00640 ns Y
pride 1 1.1 244614 244613.9 Freq_encow 0.00660 ns Y
angry 1 1.1 245757 245756.9 Freq_encow 0.00740 ns Y
certificate 1 1.1 246103 246102.9 Freq_encow 0.00760 ns Y
asian 1 1.1 247060 247059.9 Freq_encow 0.00830 ns Y
afghanistan 1 1.1 248884 248883.9 Freq_encow 0.00980 ns Y
drama 1 1.1 250653 250652.9 Freq_encow 0.01100 ns Y
minority 1 1.1 252294 252293.9 Freq_encow 0.01300 ns Y
trust 4 4.2 957065 957064.8 Freq_encow 0.01400 ns Y
impression 1 1.1 253753 253752.9 Freq_encow 0.01400 ns Y
dialogue 1 1.1 254351 254350.9 Freq_encow 0.01500 ns Y
horses 1 1.1 254478 254477.9 Freq_encow 0.01500 ns Y
coal 1 1.1 254489 254488.9 Freq_encow 0.01500 ns Y
writer 2 2.2 492408 492407.8 Freq_encow 0.01500 ns Y
collaboration 1 1.1 258197 258196.9 Freq_encow 0.01900 ns Y
sleep 2 2.2 500879 500878.8 Freq_encow 0.02200 ns Y
computer 5 5.4 1210071 1210070.6 Freq_encow 0.02500 ns Y
physics 1 1.2 267425 267424.8 Freq_encow 0.03000 ns Y
copyright 1 1.2 267952 267951.8 Freq_encow 0.03100 ns Y
mac 1 1.2 268637 268636.8 Freq_encow 0.03200 ns Y
economics 1 1.2 269289 269288.8 Freq_encow 0.03300 ns Y
crazy 1 1.2 272030 272029.8 Freq_encow 0.03700 ns Y
worker 1 1.2 272199 272198.8 Freq_encow 0.03700 ns Y
weekly 1 1.2 276101 276100.8 Freq_encow 0.04300 ns Y
television 2 2.3 522462 522461.7 Freq_encow 0.04500 ns Y
dark 3 3.4 770244 770243.6 Freq_encow 0.05200 ns Y
salt 1 1.2 281412 281411.8 Freq_encow 0.05200 ns Y
pension 1 1.2 281735 281734.8 Freq_encow 0.05300 ns Y
y 1 1.3 284223 284222.7 Freq_encow 0.05700 ns Y
attorney 1 1.3 284340 284339.7 Freq_encow 0.05700 ns Y
christian 3 3.4 777068 777067.6 Freq_encow 0.05900 ns Y
asia 1 1.3 285920 285919.7 Freq_encow 0.06000 ns Y
circle 1 1.3 286160 286159.7 Freq_encow 0.06100 ns Y
kid 1 1.3 288544 288543.7 Freq_encow 0.06500 ns Y
flash 1 1.3 289680 289679.7 Freq_encow 0.06800 ns Y
cook 1 1.3 291070 291069.7 Freq_encow 0.07000 ns Y
participation 1 1.3 292574 292573.7 Freq_encow 0.07300 ns Y
shooting 1 1.3 293160 293159.7 Freq_encow 0.07400 ns Y
talent 1 1.3 293998 293997.7 Freq_encow 0.07600 ns Y
temporary 1 1.3 294360 294359.7 Freq_encow 0.07700 ns Y
comfort 1 1.3 294745 294744.7 Freq_encow 0.07800 ns Y
reserve 1 1.3 297813 297812.7 Freq_encow 0.08400 ns Y
okay 1 1.3 298160 298159.7 Freq_encow 0.08500 ns Y
fiction 1 1.3 301847 301846.7 Freq_encow 0.09300 ns Y
fishing 1 1.3 302495 302494.7 Freq_encow 0.09400 ns Y
accessible 1 1.4 304892 304891.6 Freq_encow 0.10000 ns Y
gap 1 1.4 305770 305769.6 Freq_encow 0.10000 ns Y
stupid 1 1.4 312431 312430.6 Freq_encow 0.12000 ns Y
creative 2 2.5 572242 572241.5 Freq_encow 0.12000 ns Y
academy 1 1.4 314170 314169.6 Freq_encow 0.12000 ns Y
promise 1 1.4 315044 315043.6 Freq_encow 0.12000 ns Y
therapy 1 1.4 318431 318430.6 Freq_encow 0.13000 ns Y
florida 1 1.4 318459 318458.6 Freq_encow 0.13000 ns Y
savings 1 1.4 319840 319839.6 Freq_encow 0.14000 ns Y
chicago 1 1.4 321002 321001.6 Freq_encow 0.14000 ns Y
pleasure 1 1.4 323299 323298.6 Freq_encow 0.15000 ns Y
welfare 1 1.4 323770 323769.6 Freq_encow 0.15000 ns Y
sustainable 1 1.4 325650 325649.6 Freq_encow 0.15000 ns Y
africa 2 2.6 588080 588079.4 Freq_encow 0.15000 ns Y
bad 7 8.1 1826643 1826641.9 Freq_encow 0.15000 ns Y
canada 2 2.6 589206 589205.4 Freq_encow 0.15000 ns Y
regulation 1 1.5 329071 329070.5 Freq_encow 0.16000 ns Y
museum 2 2.6 592603 592602.4 Freq_encow 0.16000 ns Y
india 2 2.6 594147 594146.4 Freq_encow 0.17000 ns Y
judgment 1 1.5 331364 331363.5 Freq_encow 0.17000 ns Y
membership 1 1.5 332831 332830.5 Freq_encow 0.17000 ns Y
chain 1 1.5 335132 335131.5 Freq_encow 0.18000 ns Y
cutting 1 1.5 337662 337661.5 Freq_encow 0.19000 ns Y
snow 1 1.5 337770 337769.5 Freq_encow 0.19000 ns Y
college 5 6.0 1361161 1361160.0 Freq_encow 0.19000 ns Y
sick 1 1.5 337834 337833.5 Freq_encow 0.19000 ns Y
assistant 1 1.5 341159 341158.5 Freq_encow 0.20000 ns Y
october 3 3.8 867412 867411.2 Freq_encow 0.20000 ns Y
serving 1 1.5 342506 342505.5 Freq_encow 0.20000 ns Y
spring 2 2.7 610064 610063.3 Freq_encow 0.20000 ns Y
parent 1 1.5 348285 348284.5 Freq_encow 0.22000 ns Y
bike 1 1.6 355411 355410.4 Freq_encow 0.24000 ns Y
decade 1 1.6 355615 355614.4 Freq_encow 0.24000 ns Y
democracy 1 1.6 367456 367455.4 Freq_encow 0.28000 ns Y
consideration 1 1.6 367519 367518.4 Freq_encow 0.28000 ns Y
humans 1 1.6 367937 367936.4 Freq_encow 0.28000 ns Y
arm 1 1.6 368446 368445.4 Freq_encow 0.28000 ns Y
hair 2 2.9 648100 648099.1 Freq_encow 0.30000 ns Y
camera 2 2.9 654967 654966.1 Freq_encow 0.31000 ns Y
tomorrow 1 1.7 377255 377254.3 Freq_encow 0.31000 ns Y
client 2 2.9 655912 655911.1 Freq_encow 0.32000 ns Y
tradition 1 1.7 378508 378507.3 Freq_encow 0.32000 ns Y
feedback 1 1.7 379357 379356.3 Freq_encow 0.32000 ns Y
download 1 1.7 382199 382198.3 Freq_encow 0.33000 ns Y
shopping 1 1.7 383499 383498.3 Freq_encow 0.34000 ns Y
coach 1 1.7 385548 385547.3 Freq_encow 0.34000 ns Y
wealth 1 1.7 385645 385644.3 Freq_encow 0.35000 ns Y
texas 1 1.7 387203 387202.3 Freq_encow 0.35000 ns Y
agents 1 1.7 390165 390164.3 Freq_encow 0.36000 ns Y
stick 1 1.7 394582 394581.3 Freq_encow 0.38000 ns Y
framework 1 1.7 394639 394638.3 Freq_encow 0.38000 ns Y
baby 2 3.0 680608 680607.0 Freq_encow 0.39000 ns Y
russia 1 1.8 397781 397780.2 Freq_encow 0.39000 ns Y
beauty 1 1.8 401719 401718.2 Freq_encow 0.41000 ns Y
sister 1 1.8 403713 403712.2 Freq_encow 0.41000 ns Y
media 6 7.7 1748323 1748321.3 Freq_encow 0.43000 ns Y
presentation 1 1.8 406912 406911.2 Freq_encow 0.43000 ns Y
reporting 1 1.8 409293 409292.2 Freq_encow 0.44000 ns Y
washington 2 3.1 696550 696548.9 Freq_encow 0.44000 ns Y
teaching 3 4.3 971759 971757.7 Freq_encow 0.44000 ns Y
stress 1 1.8 411503 411502.2 Freq_encow 0.44000 ns Y
west 5 6.7 1501810 1501808.3 Freq_encow 0.45000 ns Y
europe 3 4.3 975485 975483.7 Freq_encow 0.45000 ns Y
rock 2 3.1 701706 701704.9 Freq_encow 0.45000 ns Y
coverage 1 1.8 413598 413597.2 Freq_encow 0.45000 ns Y
wine 1 1.8 413829 413828.2 Freq_encow 0.45000 ns Y
japan 1 1.8 416808 416807.2 Freq_encow 0.47000 ns Y
reform 1 1.8 417162 417161.2 Freq_encow 0.47000 ns Y
technologies 1 1.9 418206 418205.1 Freq_encow 0.47000 ns Y
pattern 1 1.9 418936 418935.1 Freq_encow 0.47000 ns Y
mail 1 1.9 419446 419445.1 Freq_encow 0.48000 ns Y
rare 1 1.9 420126 420125.1 Freq_encow 0.48000 ns Y
memory 2 3.2 714924 714922.8 Freq_encow 0.50000 ns Y
cold 2 3.2 720931 720929.8 Freq_encow 0.51000 ns Y
mode 1 1.9 429050 429049.1 Freq_encow 0.52000 ns Y
horse 1 1.9 437748 437747.1 Freq_encow 0.55000 ns Y
relationship 3 4.5 1012261 1012259.5 Freq_encow 0.56000 ns Y
medicine 1 2.0 441706 441705.0 Freq_encow 0.57000 ns Y
cast 1 2.0 442054 442053.0 Freq_encow 0.57000 ns Y
bible 1 2.0 445847 445846.0 Freq_encow 0.59000 ns Y
distribution 1 2.0 448351 448350.0 Freq_encow 0.60000 ns Y
link 3 4.6 1027589 1027587.4 Freq_encow 0.60000 ns Y
abuse 1 2.0 449435 449434.0 Freq_encow 0.60000 ns Y
games 4 5.8 1303729 1303727.2 Freq_encow 0.61000 ns Y
garden 2 3.4 756546 756544.6 Freq_encow 0.64000 ns Y
busy 1 2.0 457363 457362.0 Freq_encow 0.64000 ns Y
coffee 1 2.0 459299 459298.0 Freq_encow 0.65000 ns Y
knowing 1 2.0 461059 461058.0 Freq_encow 0.66000 ns Y
australia 1 2.1 465793 465791.9 Freq_encow 0.68000 ns Y
intelligence 1 2.1 469967 469965.9 Freq_encow 0.70000 ns Y
confidence 1 2.1 477883 477881.9 Freq_encow 0.73000 ns Y
science 5 7.2 1626593 1626590.8 Freq_encow 0.76000 ns Y
factor 1 2.1 484830 484828.9 Freq_encow 0.77000 ns Y
evil 1 2.2 489735 489733.8 Freq_encow 0.79000 ns Y
comment 2 3.5 798311 798309.5 Freq_encow 0.79000 ns Y
magazine 1 2.2 490647 490645.8 Freq_encow 0.79000 ns Y
birth 1 2.2 491337 491335.8 Freq_encow 0.80000 ns Y
kitchen 1 2.2 494455 494453.8 Freq_encow 0.81000 ns Y
units 1 2.2 494729 494727.8 Freq_encow 0.81000 ns Y
selling 1 2.2 496684 496682.8 Freq_encow 0.82000 ns Y
capital 2 3.6 813812 813810.4 Freq_encow 0.85000 ns Y
draw 1 2.3 510944 510942.7 Freq_encow 0.89000 ns Y
male 1 2.3 513553 513551.7 Freq_encow 0.91000 ns Y
responsible 2 3.7 834753 834751.3 Freq_encow 0.94000 ns Y
january 2 3.7 843651 843649.3 Freq_encow 0.97000 ns Y
wall 2 3.7 844514 844512.3 Freq_encow 0.98000 ns Y
boys 1 2.3 528509 528507.7 Freq_encow 0.98000 ns Y
square 1 2.3 529468 529466.7 Freq_encow 0.99000 ns Y
website 4 6.4 1436267 1436264.6 Freq_encow 1.01000 ns Y
library 2 3.8 854514 854512.2 Freq_encow 1.02000 ns Y
network 3 5.1 1152201 1152198.9 Freq_encow 1.02000 ns Y
strength 1 2.4 536355 536353.6 Freq_encow 1.02000 ns Y
card 2 3.8 869299 869297.2 Freq_encow 1.08000 ns Y
officials 1 2.4 549006 549004.6 Freq_encow 1.09000 ns Y
negative 1 2.4 550231 550229.6 Freq_encow 1.09000 ns Y
cool 1 2.4 550790 550788.6 Freq_encow 1.10000 ns Y
owner 1 2.5 554292 554290.5 Freq_encow 1.11000 ns Y
dogs 1 2.5 555678 555676.5 Freq_encow 1.12000 ns Y
yesterday 1 2.5 555937 555935.5 Freq_encow 1.12000 ns Y
chinese 1 2.5 557250 557248.5 Freq_encow 1.13000 ns Y
street 4 6.5 1474901 1474898.5 Freq_encow 1.14000 ns Y
device 1 2.5 559866 559864.5 Freq_encow 1.14000 ns Y
skin 1 2.5 565006 565004.5 Freq_encow 1.17000 ns Y
history 7 10.3 2324669 2324665.7 Freq_encow 1.19000 ns Y
female 1 2.5 572529 572527.5 Freq_encow 1.21000 ns Y
engineering 1 2.6 576845 576843.4 Freq_encow 1.23000 ns Y
speaking 1 2.6 579547 579545.4 Freq_encow 1.25000 ns Y
sale 1 2.6 582143 582141.4 Freq_encow 1.26000 ns Y
theory 2 4.0 914229 914227.0 Freq_encow 1.28000 ns Y
brother 1 2.6 587491 587489.4 Freq_encow 1.29000 ns Y
email 2 4.1 917862 917859.9 Freq_encow 1.29000 ns Y
funds 1 2.6 590810 590808.4 Freq_encow 1.31000 ns Y
stock 1 2.6 591379 591377.4 Freq_encow 1.31000 ns Y
core 1 2.6 592762 592760.4 Freq_encow 1.32000 ns Y
doctor 1 2.6 595345 595343.4 Freq_encow 1.33000 ns Y
learning 4 6.8 1534302 1534299.2 Freq_encow 1.35000 ns Y
train 1 2.7 606583 606581.3 Freq_encow 1.40000 ns Y
etc 1 2.7 609672 609670.3 Freq_encow 1.41000 ns Y
violence 1 2.7 610213 610211.3 Freq_encow 1.42000 ns Y
communication 1 2.7 610577 610575.3 Freq_encow 1.42000 ns Y
keeping 1 2.8 621100 621098.2 Freq_encow 1.48000 ns Y
religion 1 2.8 621163 621161.2 Freq_encow 1.48000 ns Y
art 4 7.0 1584220 1584217.0 Freq_encow 1.54000 ns Y
april 2 4.3 981654 981651.7 Freq_encow 1.59000 ns Y
billion 1 2.8 642093 642091.2 Freq_encow 1.60000 ns Y
crime 1 2.9 646183 646181.1 Freq_encow 1.62000 ns Y
display 1 2.9 651328 651326.1 Freq_encow 1.65000 ns Y
california 1 2.9 655102 655100.1 Freq_encow 1.67000 ns Y
american 6 9.8 2219377 2219373.2 Freq_encow 1.74000 ns Y
february 1 3.0 667772 667770.0 Freq_encow 1.75000 ns Y
plant 1 3.0 678121 678119.0 Freq_encow 1.81000 ns Y
driving 1 3.0 679419 679417.0 Freq_encow 1.82000 ns Y
copy 1 3.0 680719 680717.0 Freq_encow 1.82000 ns Y
responsibility 1 3.0 686619 686617.0 Freq_encow 1.86000 ns Y
creating 1 3.1 693564 693561.9 Freq_encow 1.90000 ns Y
big 8 12.6 2837001 2836996.4 Freq_encow 1.91000 ns Y
audience 1 3.1 698308 698305.9 Freq_encow 1.93000 ns Y
girl 1 3.1 698502 698499.9 Freq_encow 1.93000 ns Y
characters 1 3.1 699529 699526.9 Freq_encow 1.94000 ns Y
island 1 3.1 700024 700021.9 Freq_encow 1.94000 ns Y
leader 1 3.1 711028 711025.9 Freq_encow 2.00000 ns Y
engine 1 3.2 713430 713427.8 Freq_encow 2.02000 ns Y
customer 1 3.2 714843 714840.8 Freq_encow 2.03000 ns Y
army 1 3.2 724190 724187.8 Freq_encow 2.08000 ns Y
k 1 3.2 726946 726943.8 Freq_encow 2.10000 ns Y
simple 3 6.3 1414608 1414604.7 Freq_encow 2.11000 ns Y
fear 1 3.2 730817 730814.8 Freq_encow 2.13000 ns Y
hall 1 3.2 733314 733311.8 Freq_encow 2.14000 ns Y
d.c. 1 3.2 733330 733327.8 Freq_encow 2.14000 ns Y
oil 2 4.8 1095176 1095173.2 Freq_encow 2.16000 ns Y
evening 1 3.3 740441 740438.7 Freq_encow 2.18000 ns Y
meaning 1 3.3 740760 740757.7 Freq_encow 2.19000 ns Y
strategy 1 3.3 745200 745197.7 Freq_encow 2.21000 ns Y
women 7 11.7 2646059 2646054.3 Freq_encow 2.23000 ns Y
star 1 3.3 748628 748625.7 Freq_encow 2.23000 ns Y
gas 1 3.3 750450 750447.7 Freq_encow 2.25000 ns Y
radio 1 3.3 752880 752877.7 Freq_encow 2.26000 ns Y
bar 1 3.4 763996 763993.6 Freq_encow 2.33000 ns Y
tools 1 3.4 765718 765715.6 Freq_encow 2.34000 ns Y
budget 1 3.4 765990 765987.6 Freq_encow 2.34000 ns Y
britain 1 3.4 772071 772068.6 Freq_encow 2.38000 ns Y
french 1 3.4 773567 773564.6 Freq_encow 2.39000 ns Y
board 3 6.5 1477610 1477606.5 Freq_encow 2.41000 ns Y
chief 1 3.4 778689 778686.6 Freq_encow 2.42000 ns Y
screen 1 3.5 799361 799358.5 Freq_encow 2.55000 ns Y
knowledge 3 6.7 1516393 1516389.3 Freq_encow 2.60000 ns Y
complex 1 3.6 809983 809980.4 Freq_encow 2.62000 ns Y
player 1 3.6 814743 814740.4 Freq_encow 2.65000 ns Y
commission 1 3.6 817288 817285.4 Freq_encow 2.67000 ns Y
break 1 3.6 822006 822003.4 Freq_encow 2.70000 ns Y
variety 1 3.7 829604 829601.3 Freq_encow 2.75000 ns Y
c 3 6.9 1548951 1548947.1 Freq_encow 2.76000 ns Y
digital 1 3.7 832890 832887.3 Freq_encow 2.77000 ns Y
voice 1 3.7 832950 832947.3 Freq_encow 2.77000 ns Y
b 3 6.9 1551919 1551915.1 Freq_encow 2.78000 ns Y
feeling 1 3.7 846649 846646.3 Freq_encow 2.86000 ns Y
loss 1 3.8 848207 848204.2 Freq_encow 2.87000 ns Y
charge 1 3.8 854281 854278.2 Freq_encow 2.91000 ns Y
fit 1 3.8 854578 854575.2 Freq_encow 2.91000 ns Y
safe 1 3.8 854845 854842.2 Freq_encow 2.91000 ns Y
search 2 5.5 1235950 1235946.5 Freq_encow 2.92000 ns Y
growing 1 3.8 857623 857620.2 Freq_encow 2.93000 ns Y
technology 3 7.0 1583854 1583850.0 Freq_encow 2.94000 ns Y
dead 1 3.8 859293 859290.2 Freq_encow 2.94000 ns Y
travel 1 3.9 870028 870025.1 Freq_encow 3.01000 ns Y
east 2 5.6 1261853 1261849.4 Freq_encow 3.07000 ns Y
plus 1 3.9 879122 879119.1 Freq_encow 3.07000 ns Y
association 1 4.0 899915 899912.0 Freq_encow 3.21000 ns Y
picture 1 4.0 911061 911058.0 Freq_encow 3.28000 ns Y
campaign 1 4.0 911517 911514.0 Freq_encow 3.28000 ns Y
july 1 4.1 914664 914660.9 Freq_encow 3.31000 ns Y
40 1 4.1 916964 916960.9 Freq_encow 3.32000 ns Y
september 1 4.1 929100 929096.9 Freq_encow 3.40000 ns Y
hour 1 4.1 932576 932572.9 Freq_encow 3.43000 ns Y
basic 1 4.2 943218 943214.8 Freq_encow 3.50000 ns Y
movement 1 4.2 950216 950212.8 Freq_encow 3.54000 ns Y
park 2 6.0 1344227 1344223.0 Freq_encow 3.55000 ns Y
economy 1 4.2 952570 952566.8 Freq_encow 3.56000 ns Y
tv 1 4.3 974753 974749.7 Freq_encow 3.71000 ns Y
june 1 4.3 981470 981466.7 Freq_encow 3.76000 ns Y
average 1 4.4 985256 985252.6 Freq_encow 3.78000 ns Y
space 3 7.7 1746516 1746511.3 Freq_encow 3.79000 ns Y
door 1 4.4 991249 991245.6 Freq_encow 3.82000 ns Y
paper 2 6.2 1407205 1407200.8 Freq_encow 3.92000
Y
third 2 6.3 1412251 1412246.7 Freq_encow 3.95000
Y
centre 2 6.3 1427682 1427677.7 Freq_encow 4.05000
Y
credit 1 4.6 1037932 1037928.4 Freq_encow 4.15000
Y
church 3 8.1 1818116 1818110.9 Freq_encow 4.19000
Y
fun 1 4.7 1059519 1059515.3 Freq_encow 4.30000
Y
film 3 8.2 1855499 1855493.8 Freq_encow 4.40000
Y
summer 1 4.8 1077751 1077747.2 Freq_encow 4.42000
Y
d 2 6.6 1498880 1498875.4 Freq_encow 4.48000
Y
military 1 4.8 1090472 1090468.2 Freq_encow 4.51000
Y
image 1 4.8 1090984 1090980.2 Freq_encow 4.52000
Y
growth 1 4.9 1098284 1098280.1 Freq_encow 4.57000
Y
attention 1 4.9 1107102 1107098.1 Freq_encow 4.63000
Y
material 1 5.0 1117849 1117845.0 Freq_encow 4.71000
Y
party 3 8.5 1912479 1912473.5 Freq_encow 4.72000
Y
community 5 11.5 2604646 2604639.5 Freq_encow 4.72000
Y
understanding 1 5.0 1122790 1122786.0 Freq_encow 4.74000
Y
british 2 6.8 1545758 1545753.2 Freq_encow 4.78000
Y
land 2 6.8 1546361 1546356.2 Freq_encow 4.78000
Y
poor 1 5.0 1132658 1132654.0 Freq_encow 4.81000
Y
impact 1 5.0 1133401 1133397.0 Freq_encow 4.82000
Y
outside 2 6.9 1554041 1554036.1 Freq_encow 4.83000
Y
england 1 5.0 1138730 1138726.0 Freq_encow 4.85000
Y
sort 1 5.0 1138889 1138885.0 Freq_encow 4.86000
Y
production 1 5.1 1144467 1144462.9 Freq_encow 4.90000
Y
code 1 5.1 1151513 1151508.9 Freq_encow 4.95000
Y
drive 1 5.1 1155811 1155806.9 Freq_encow 4.98000
Y
hotel 1 5.1 1157580 1157575.9 Freq_encow 4.99000
Y
choice 1 5.1 1157617 1157612.9 Freq_encow 4.99000
Y
mother 1 5.2 1169740 1169735.8 Freq_encow 5.08000
Y
friends 2 7.1 1600169 1600163.9 Freq_encow 5.12000
Y
company 6 13.4 3026698 3026690.6 Freq_encow 5.18000
Y
design 3 8.9 2003228 2003222.1 Freq_encow 5.25000
Y
e-?mail 1 5.4 1212700 1212695.6 Freq_encow 5.38000
Y
software 1 5.4 1213669 1213664.6 Freq_encow 5.39000
Y
product 1 5.4 1214617 1214612.6 Freq_encow 5.40000
Y
left 6 13.7 3095876 3095868.3 Freq_encow 5.52000
Y
online 2 7.4 1679692 1679686.6 Freq_encow 5.63000
Y
age 2 7.6 1704913 1704907.4 Freq_encow 5.80000
Y
center 1 5.6 1271208 1271203.4 Freq_encow 5.81000
Y
director 1 5.7 1288766 1288761.3 Freq_encow 5.94000
Y
list 2 7.7 1749926 1749920.3 Freq_encow 6.09000
Y
plan 2 7.8 1755031 1755025.2 Freq_encow 6.12000
Y
six 1 5.8 1316433 1316428.2 Freq_encow 6.14000
Y
student 1 5.8 1319473 1319468.2 Freq_encow 6.16000
Y
matter 2 7.9 1774073 1774067.1 Freq_encow 6.25000
Y
events 1 6.0 1353626 1353621.0 Freq_encow 6.41000
Y
energy 2 8.0 1801968 1801962.0 Freq_encow 6.43000
Y
tax 1 6.1 1373418 1373412.9 Freq_encow 6.56000
Y
english 1 6.1 1387000 1386994.9 Freq_encow 6.66000 ** Y
past 3 9.9 2241746 2241739.1 Freq_encow 6.69000 ** Y
interesting 1 6.2 1397409 1397403.8 Freq_encow 6.74000 ** Y
talk 1 6.2 1397716 1397710.8 Freq_encow 6.74000 ** Y
effect 1 6.2 1404020 1404014.8 Freq_encow 6.79000 ** Y
everything 2 8.3 1866926 1866919.7 Freq_encow 6.87000 ** Y
london 2 8.3 1869957 1869950.7 Freq_encow 6.89000 ** Y
meeting 1 6.4 1446397 1446391.6 Freq_encow 7.10000 ** Y
building 2 8.5 1908208 1908201.5 Freq_encow 7.15000 ** Y
price 1 6.4 1456210 1456204.6 Freq_encow 7.18000 ** Y
wrong 1 6.6 1495595 1495589.4 Freq_encow 7.47000 ** Y
local 6 15.7 3536799 3536789.3 Freq_encow 7.84000 ** Y
book 5 14.1 3188390 3188380.9 Freq_encow 7.88000 ** Y
months 2 9.1 2046848 2046840.9 Freq_encow 8.10000 ** Y
city 4 12.8 2893353 2893344.2 Freq_encow 8.33000 ** Y
experience 4 12.9 2921774 2921765.1 Freq_encow 8.51000 ** Y
room 2 9.4 2117685 2117677.6 Freq_encow 8.59000 ** Y
living 1 7.3 1655759 1655752.7 Freq_encow 8.69000 ** Y
job 2 9.5 2136248 2136240.5 Freq_encow 8.72000 ** Y
night 2 9.5 2151626 2151618.5 Freq_encow 8.83000 ** Y
less 4 13.2 2982148 2982138.8 Freq_encow 8.88000 ** Y
north 1 7.5 1694942 1694935.5 Freq_encow 8.99000 ** Y
easy 1 7.5 1703224 1703217.5 Freq_encow 9.06000 ** Y
class 1 7.6 1705220 1705213.4 Freq_encow 9.07000 ** Y
training 1 7.7 1730564 1730557.3 Freq_encow 9.27000 ** Y
words 1 7.7 1730564 1730557.3 Freq_encow 9.27000 ** Y
news 1 7.8 1771322 1771315.2 Freq_encow 9.58000 ** Y
business 6 17.1 3858967 3858955.9 Freq_encow 9.65000 ** Y
mean 1 7.9 1784217 1784210.1 Freq_encow 9.68000 ** Y
evidence 1 8.1 1821656 1821648.9 Freq_encow 9.97000 ** Y
war 2 10.3 2321389 2321380.7 Freq_encow 10.03000 ** Y
b.a. 1 8.5 1915648 1915640.5 Freq_encow 10.71000 ** Y
hope 1 8.5 1930404 1930396.5 Freq_encow 10.82000 ** Y
access 1 8.7 1962533 1962525.3 Freq_encow 11.07000 *** Y
act 1 8.7 1975269 1975261.3 Freq_encow 11.17000 *** Y
body 1 8.9 2013661 2013653.1 Freq_encow 11.48000 *** Y
hand 1 8.9 2019647 2019639.1 Freq_encow 11.52000 *** Y
let 3 13.2 2984655 2984644.8 Freq_encow 11.57000 *** Y
music 1 9.2 2066559 2066550.8 Freq_encow 11.89000 *** Y
education 1 9.4 2116796 2116787.6 Freq_encow 12.29000 *** Y
post 1 9.5 2145891 2145882.5 Freq_encow 12.52000 *** Y
social 2 12.1 2725052 2725041.9 Freq_encow 12.97000 *** Y
story 1 9.9 2243894 2243885.1 Freq_encow 13.30000 *** Y
live 1 10.0 2256992 2256983.0 Freq_encow 13.41000 *** Y
hard 1 10.1 2290006 2289996.9 Freq_encow 13.67000 *** Y
anything 1 10.2 2298445 2298435.8 Freq_encow 13.74000 *** Y
university 2 12.5 2829001 2828990.5 Freq_encow 13.75000 *** Y
young 1 10.4 2337814 2337804.6 Freq_encow 14.06000 *** Y
getting 1 10.5 2362397 2362387.5 Freq_encow 14.25000 *** Y
project 1 10.5 2372141 2372131.5 Freq_encow 14.33000 *** Y
order 2 13.1 2955437 2955425.9 Freq_encow 14.70000 *** Y
information 6 21.1 4753994 4753978.9 Freq_encow 15.11000 *** Y
side 1 11.0 2486624 2486614.0 Freq_encow 15.25000 **** Y
fact 2 13.6 3060195 3060183.4 Freq_encow 15.49000 **** Y
god 2 14.1 3187277 3187264.9 Freq_encow 16.45000 **** Y
process 1 11.7 2639311 2639300.3 Freq_encow 16.49000 **** Y
money 2 14.1 3193983 3193970.9 Freq_encow 16.51000 **** Y
support 3 16.5 3725748 3725734.5 Freq_encow 16.82000 **** Y
large 1 11.9 2687826 2687815.1 Freq_encow 16.89000 **** Y
cent(re|er) 1 12.0 2698890 2698879.0 Freq_encow 16.98000 **** Y
thought 1 12.3 2787629 2787617.7 Freq_encow 17.70000 **** Y
care 1 12.5 2821007 2820995.5 Freq_encow 17.97000 **** Y
national 1 12.9 2920410 2920398.1 Freq_encow 18.79000 **** Y
show 1 13.2 2979445 2979432.8 Freq_encow 19.27000 **** Y
free 1 13.4 3022459 3022446.6 Freq_encow 19.62000 ***** Y
love 1 13.5 3041759 3041746.5 Freq_encow 19.78000 ***** Y
family 1 14.0 3162075 3162062.0 Freq_encow 20.77000 ***** Y
children 2 16.7 3761740 3761725.3 Freq_encow 20.90000 ***** Y
change 1 14.1 3180099 3180085.9 Freq_encow 20.92000 ***** Y
house 1 14.2 3198974 3198960.8 Freq_encow 21.08000 ***** Y
thing 1 14.4 3243993 3243979.6 Freq_encow 21.45000 ***** Y
group 1 14.5 3283505 3283491.5 Freq_encow 21.78000 ***** Y
research 1 15.0 3386658 3386644.0 Freq_encow 22.63000 ***** Y
system 2 18.5 4179649 4179632.5 Freq_encow 24.19000 ***** Y
point 1 16.9 3812393 3812377.1 Freq_encow 26.18000 ***** Y
set 1 17.3 3903471 3903454.7 Freq_encow 26.95000 ***** Y
place 2 20.1 4538848 4538829.9 Freq_encow 27.06000 ***** Y
public 1 17.8 4027668 4027651.2 Freq_encow 27.99000 ***** Y
school 1 17.9 4038221 4038204.1 Freq_encow 28.08000 ***** Y
state 1 18.5 4172106 4172088.5 Freq_encow 29.20000 ***** Y
government 1 18.9 4264240 4264222.1 Freq_encow 29.98000 ***** Y
something 1 19.4 4391820 4391801.6 Freq_encow 31.06000 ***** Y
being 8 36.2 8163333 8163304.8 Freq_encow 32.39000 ***** Y
day 3 26.6 6002348 6002324.4 Freq_encow 34.23000 ***** Y
right 2 25.6 5780270 5780246.4 Freq_encow 37.15000 ***** Y
down 1 24.4 5499373 5499349.6 Freq_encow 40.48000 ***** Y
go 1 26.7 6020158 6020132.3 Freq_encow 44.94000 ***** Y
back 2 31.4 7081252 7081222.6 Freq_encow 47.95000 ***** Y
1 31.2 7038989 7038958.8 Freq_encow 53.72000 ***** Y
those 1 34.6 7815949 7815915.4 Freq_encow 60.46000 ***** Y
good 2 38.5 8700926 8700889.5 Freq_encow 61.61000 ***** Y
us 2 40.1 9057748 9057709.9 Freq_encow 64.64000 ***** Y
years 1 36.9 8326566 8326530.1 Freq_encow 64.90000 ***** Y
work 1 41.2 9307364 9307323.8 Freq_encow 73.45000 ***** Y
people 8 62.6 14127591 14127536.4 Freq_encow 77.06000 ***** Y
may 1 44.3 10003041 10002997.7 Freq_encow 79.54000 ***** Y
time 7 62.7 14168561 14168505.3 Freq_encow 81.67000 ***** Y
i.t. 2 53.2 12017083 12017031.8 Freq_encow 90.05000 ***** Y
new 2 57.5 12976361 12976305.5 Freq_encow 98.37000 ***** Y
they 1 144.2 32570444 32570300.8 Freq_encow 282.44000 ***** Y
collex.dist(ly) %>% pretty_df() %>% kbl() %>%  
   kable_material(c("striped", "hover")) %>% scroll_box(width = "800px", height = "200px")
COLLEX O.CXN1 E.CXN1 O.CXN2 E.CXN2 ASSOC COLL.STR.LOGL SIGNIF SHARED
black 622 8.1 1743023 1743636.9 Freq 4283.22000 ***** Y
sexy 32 0.4 82298 82329.6 Freq 220.02000 ***** Y
oil 57 5.1 1095176 1095227.9 Freq 171.82000 ***** Y
nazi 26 0.5 116573 116598.5 Freq 150.29000 ***** Y
big 75 13.3 2837001 2837062.7 Freq 137.60000 ***** Y
pink 27 0.9 197699 197725.1 Freq 130.30000 ***** Y
cupcake 14 0.1 13211 13224.9 Freq 124.04000 ***** Y
kkk 12 0.0 5835 5847.0 Freq 122.16000 ***** Y
objectivity 14 0.1 27026 27039.9 Freq 104.14000 ***** Y
jews 29 2.0 423586 423613.0 Freq 101.88000 ***** Y
skinny 13 0.2 35388 35400.8 Freq 87.86000 ***** Y
golf 21 1.5 325232 325251.5 Freq 71.44000 ***** Y
cobol 7 0.0 3967 3974.0 Freq 69.11000 ***** Y
red 35 5.9 1268951 1268980.1 Freq 66.39000 ***** Y
racism 15 0.6 138301 138315.4 Freq 65.69000 ***** Y
microsoft 21 1.9 408571 408590.1 Freq 62.64000 ***** Y
marketing 26 3.4 717964 717986.6 Freq 61.34000 ***** Y
communism 11 0.3 63942 63952.7 Freq 57.96000 ***** Y
green 32 5.7 1227752 1227778.3 Freq 57.68000 ***** Y
gold 23 3.1 665670 665689.9 Freq 52.37000 ***** Y
fascism 9 0.2 41825 41833.8 Freq 51.35000 ***** Y
vampire 10 0.3 65810 65819.7 Freq 50.28000 ***** Y
smoking 15 1.1 239960 239973.9 Freq 50.11000 ***** Y
literacy 12 0.6 126929 126940.4 Freq 49.40000 ***** Y
friday 21 2.9 617303 617321.1 Freq 47.24000 ***** Y
neutral 11 0.6 131943 131953.4 Freq 42.66000 ***** Y
anti-?semitism 8 0.2 48136 48143.8 Freq 41.61000 ***** Y
star 21 3.5 748628 748645.5 Freq 40.36000 ***** Y
backlink 4 0.0 2357 2361.0 Freq 39.18000 ***** Y
goth 5 0.0 9595 9600.0 Freq 37.24000 ***** Y
mba 7 0.2 40492 40498.8 Freq 36.94000 ***** Y
sex 19 3.1 672685 672700.9 Freq 36.73000 ***** Y
stasi 4 0.0 3230 3234.0 Freq 36.67000 ***** Y
barbarian 5 0.1 11976 11980.9 Freq 35.04000 ***** Y
gay 14 1.7 362889 362901.3 Freq 34.54000 ***** Y
aol 6 0.2 32422 32427.8 Freq 32.46000 ***** Y
realism 7 0.3 59126 59132.7 Freq 31.82000 ***** Y
tobacco 9 0.6 133565 133573.4 Freq 31.31000 ***** Y
burberry 4 0.0 6471 6475.0 Freq 31.14000 ***** Y
cigarette 7 0.3 72038 72044.7 Freq 29.17000 ***** Y
blonde 6 0.2 49136 49141.8 Freq 27.63000 ***** Y
symbian 4 0.1 11276 11279.9 Freq 26.75000 ***** Y
puritan 4 0.1 11344 11347.9 Freq 26.70000 ***** Y
puritanism 3 0.0 3016 3019.0 Freq 26.19000 ***** Y
silver 12 1.7 372621 372631.3 Freq 25.84000 ***** Y
kale 4 0.1 14589 14592.9 Freq 24.72000 ***** Y
counterculture 3 0.0 4166 4169.0 Freq 24.27000 ***** Y
yellow 11 1.6 338484 338493.4 Freq 23.86000 ***** Y
pc 12 2.0 420861 420871.0 Freq 23.37000 ***** Y
crackberry 2 0.0 558 560.0 Freq 22.57000 ***** Y
seo 10 1.4 292880 292888.6 Freq 22.54000 ***** Y
concordepan 1 0.0 1 2.0 Freq 21.78000 ***** Y
conferencesphere 1 0.0 1 2.0 Freq 21.78000 ***** Y
libedems 1 0.0 1 2.0 Freq 21.78000 ***** Y
tan 5 0.2 47719 47723.8 Freq 21.55000 ***** Y
nigger 3 0.0 7669 7672.0 Freq 20.64000 ***** Y
bacon 6 0.4 91685 91690.6 Freq 20.54000 ***** Y
totalitarianism 3 0.0 7931 7934.0 Freq 20.44000 ***** Y
gestapo 3 0.0 8238 8241.0 Freq 20.21000 ***** Y
imperialists 3 0.0 8450 8453.0 Freq 20.06000 ***** Y
loud 8 0.9 203115 203122.1 Freq 20.02000 ***** Y
pr 7 0.7 147879 147885.3 Freq 19.81000 ***** Y
rome 8 1.0 207083 207090.0 Freq 19.75000 ***** Y
hellenism 2 0.0 1157 1159.0 Freq 19.66000 ***** Y
digressives 1 0.0 4 5.0 Freq 19.54000 ***** Y
tuscany 3 0.0 9443 9446.0 Freq 19.41000 **** Y
sodom 3 0.0 9708 9711.0 Freq 19.24000 **** Y
beardism 1 0.0 5 6.0 Freq 19.14000 **** Y
last.fm 1 0.0 5 6.0 Freq 19.14000 **** Y
bachelors 3 0.0 9933 9936.0 Freq 19.11000 **** Y
chuckecheese 1 0.0 6 7.0 Freq 18.81000 **** Y
myspace 4 0.2 32205 32208.8 Freq 18.55000 **** Y
rap-?battle 1 0.0 7 8.0 Freq 18.52000 **** Y
yellowpage 1 0.0 7 8.0 Freq 18.52000 **** Y
tape 8 1.1 228360 228366.9 Freq 18.38000 **** Y
antisemitism 3 0.1 11798 11800.9 Freq 18.09000 **** Y
ghettoblasters 1 0.0 9 10.0 Freq 18.05000 **** Y
nazii?sm 3 0.1 12674 12676.9 Freq 17.67000 **** Y
shaiks 1 0.0 11 12.0 Freq 17.66000 **** Y
grib?benes 1 0.0 13 14.0 Freq 17.34000 **** Y
estramadura 1 0.0 14 15.0 Freq 17.20000 **** Y
slavery 6 0.6 124402 124407.4 Freq 17.18000 **** Y
renfair 1 0.0 15 16.0 Freq 17.07000 **** Y
platinum 4 0.2 39814 39817.8 Freq 16.92000 **** Y
hoppy 2 0.0 2535 2537.0 Freq 16.54000 **** Y
mid-?lister 1 0.0 20 21.0 Freq 16.51000 **** Y
brown 13 3.3 700039 700048.7 Freq 16.45000 **** Y
prenzlauer-?berg 1 0.0 22 23.0 Freq 16.32000 **** Y
kleenex 2 0.0 2801 2803.0 Freq 16.14000 **** Y
oyal 1 0.0 26 27.0 Freq 15.99000 **** Y
z-?pak 1 0.0 30 31.0 Freq 15.71000 **** Y
midichlorian 1 0.0 31 32.0 Freq 15.65000 **** Y
fundamentalism 3 0.1 17949 17951.9 Freq 15.63000 **** Y
s.e.o. 1 0.0 35 36.0 Freq 15.41000 **** Y
y 8 1.3 284223 284229.7 Freq 15.40000 **** Y
var 3 0.1 19168 19170.9 Freq 15.25000 **** Y
appple 1 0.0 38 39.0 Freq 15.25000 **** Y
newsstand 2 0.0 3566 3568.0 Freq 15.18000 **** Y
blacks 5 0.4 94940 94944.6 Freq 15.12000 *** Y
hoola-?hoop 1 0.0 43 44.0 Freq 15.00000 *** Y
colonialism 3 0.1 20090 20092.9 Freq 14.98000 *** Y
tiltshift 1 0.0 44 45.0 Freq 14.96000 *** Y
idealism 3 0.1 20598 20600.9 Freq 14.83000 *** Y
aldomania 1 0.0 47 48.0 Freq 14.83000 *** Y
iluminati 1 0.0 48 49.0 Freq 14.79000 *** Y
crucifixtion 1 0.0 58 59.0 Freq 14.41000 *** Y
helvetica 2 0.0 4401 4403.0 Freq 14.35000 *** Y
breaking-?and-?entering 1 0.0 61 62.0 Freq 14.31000 *** Y
blue 13 3.8 820436 820445.2 Freq 13.44000 *** Y
marmite 2 0.0 5652 5654.0 Freq 13.36000 *** Y
bravery 3 0.1 27166 27168.9 Freq 13.23000 *** Y
harrods 2 0.0 5958 5960.0 Freq 13.15000 *** Y
gardening 4 0.3 66595 66598.7 Freq 13.06000 *** Y
desktop 6 0.9 184674 184679.1 Freq 13.00000 *** Y
love-?ins 1 0.0 119 120.0 Freq 12.98000 *** Y
dorado 2 0.0 6392 6394.0 Freq 12.88000 *** Y
elitism 2 0.0 6797 6799.0 Freq 12.64000 *** Y
ulay 1 0.0 143 144.0 Freq 12.62000 *** Y
fallujah 2 0.0 6830 6832.0 Freq 12.62000 *** Y
flat-?earther 1 0.0 146 147.0 Freq 12.58000 *** Y
xtel 1 0.0 148 149.0 Freq 12.55000 *** Y
radio 12 3.5 752880 752888.5 Freq 12.51000 *** Y
minimalism 2 0.0 7142 7144.0 Freq 12.44000 *** Y
eworld 1 0.0 157 158.0 Freq 12.43000 *** Y
sanity 3 0.1 31462 31464.9 Freq 12.39000 *** Y
emo 2 0.0 7241 7243.0 Freq 12.39000 *** Y
blogging 5 0.6 130817 130821.4 Freq 12.25000 *** Y
mink 2 0.0 8152 8154.0 Freq 11.92000 *** Y
jazzercise 1 0.0 209 210.0 Freq 11.86000 *** Y
press-?bof 1 0.0 220 221.0 Freq 11.76000 *** Y
rtfa 1 0.0 222 223.0 Freq 11.74000 *** Y
b-?word 1 0.0 224 225.0 Freq 11.72000 *** Y
dot-?com 2 0.0 8698 8700.0 Freq 11.67000 *** Y
realtree 1 0.0 231 232.0 Freq 11.66000 *** Y
negro 3 0.2 36498 36500.8 Freq 11.55000 *** Y
tioman 1 0.0 247 248.0 Freq 11.53000 *** Y
ghey 1 0.0 251 252.0 Freq 11.50000 *** Y
slashdot 2 0.0 9125 9127.0 Freq 11.48000 *** Y
royalty 3 0.2 38169 38171.8 Freq 11.29000 *** Y
maldive 1 0.0 280 281.0 Freq 11.28000 *** Y
shala 1 0.0 281 282.0 Freq 11.27000 *** Y
bling-?bling 1 0.0 283 284.0 Freq 11.26000 *** Y
spanking 2 0.0 9993 9995.0 Freq 11.12000 *** Y
jumanji 1 0.0 305 306.0 Freq 11.11000 *** Y
lugaru 1 0.0 328 329.0 Freq 10.96000 *** Y
dentata 1 0.0 349 350.0 Freq 10.84000 *** Y
hvr 1 0.0 350 351.0 Freq 10.83000 *** Y
pwl 1 0.0 360 361.0 Freq 10.78000 ** Y
lolcat 1 0.0 363 364.0 Freq 10.76000 ** Y
yahoo 4 0.4 95086 95089.6 Freq 10.47000 ** Y
white 20 8.8 1884617 1884628.2 Freq 10.46000 ** Y
pre-?interview 1 0.0 435 436.0 Freq 10.40000 ** Y
palin 3 0.2 44939 44941.8 Freq 10.38000 ** Y
stürmer 1 0.0 453 454.0 Freq 10.32000 ** Y
mainframe 2 0.1 12333 12334.9 Freq 10.30000 ** Y
crow 3 0.2 45632 45634.8 Freq 10.29000 ** Y
bahru 1 0.0 464 465.0 Freq 10.27000 ** Y
trans-?am 1 0.0 472 473.0 Freq 10.24000 ** Y
mythology 3 0.2 46870 46872.8 Freq 10.14000 ** Y
thug 2 0.1 13138 13139.9 Freq 10.06000 ** Y
gladioli 1 0.0 521 522.0 Freq 10.04000 ** Y
kreuzberg 1 0.0 532 533.0 Freq 10.00000 ** Y
sunray 1 0.0 549 550.0 Freq 9.94000 ** Y
playschool 1 0.0 555 556.0 Freq 9.91000 ** Y
ibms 1 0.0 582 583.0 Freq 9.82000 ** Y
cricket 4 0.5 104511 104514.5 Freq 9.80000 ** Y
vegas 4 0.5 104997 105000.5 Freq 9.77000 ** Y
marabou 1 0.0 610 611.0 Freq 9.73000 ** Y
wwe 2 0.1 14552 14553.9 Freq 9.66000 ** Y
boobs 2 0.1 14836 14837.9 Freq 9.59000 ** Y
facism 1 0.0 666 667.0 Freq 9.55000 ** Y
cocaine 3 0.2 52676 52678.8 Freq 9.50000 ** Y
mcmansion 1 0.0 695 696.0 Freq 9.47000 ** Y
bits 6 1.2 267030 267034.8 Freq 9.35000 ** Y
hemline 1 0.0 740 741.0 Freq 9.34000 ** Y
disk 5 0.9 184350 184354.1 Freq 9.31000 ** Y
whirlow 1 0.0 752 753.0 Freq 9.31000 ** Y
ctcss 1 0.0 759 760.0 Freq 9.29000 ** Y
sanh 1 0.0 778 779.0 Freq 9.24000 ** Y
amsterdam 3 0.3 55953 55955.7 Freq 9.17000 ** Y
lipstick 2 0.1 16622 16623.9 Freq 9.15000 ** Y
legging 1 0.0 831 832.0 Freq 9.11000 ** Y
kiss 4 0.5 116106 116109.5 Freq 9.07000 ** Y
cathedral 4 0.6 117743 117746.4 Freq 8.97000 ** Y
deja-?vu 1 0.0 912 913.0 Freq 8.92000 ** Y
bifocals 1 0.0 915 916.0 Freq 8.92000 ** Y
woogie 1 0.0 916 917.0 Freq 8.92000 ** Y
butthead 1 0.0 927 928.0 Freq 8.89000 ** Y
goretex 1 0.0 932 933.0 Freq 8.88000 ** Y
homeworking 1 0.0 935 936.0 Freq 8.87000 ** Y
tits 2 0.1 17860 17861.9 Freq 8.87000 ** Y
krispies 1 0.0 938 939.0 Freq 8.87000 ** Y
argonaut 1 0.0 942 943.0 Freq 8.86000 ** Y
samizdat 1 0.0 971 972.0 Freq 8.80000 ** Y
vinyl 3 0.3 59992 59994.7 Freq 8.79000 ** Y
miniskirt 1 0.0 1033 1034.0 Freq 8.68000 ** Y
musketeer 1 0.0 1043 1044.0 Freq 8.66000 ** Y
gatekeeping 1 0.0 1074 1075.0 Freq 8.60000 ** Y
pirates 3 0.3 62382 62384.7 Freq 8.57000 ** Y
modesty 2 0.1 19585 19586.9 Freq 8.52000 ** Y
megachurch 1 0.0 1158 1159.0 Freq 8.45000 ** Y
blackberry 3 0.3 63937 63939.7 Freq 8.44000 ** Y
seattle 4 0.6 128011 128014.4 Freq 8.40000 ** Y
rolodex 1 0.0 1231 1232.0 Freq 8.33000 ** Y
popstar 1 0.0 1268 1269.0 Freq 8.27000 ** Y
taffeta 1 0.0 1272 1273.0 Freq 8.26000 ** Y
prohibition 3 0.3 66113 66115.7 Freq 8.26000 ** Y
smoker 2 0.1 21100 21101.9 Freq 8.24000 ** Y
minstrelsy 1 0.0 1288 1289.0 Freq 8.24000 ** Y
opium 2 0.1 21720 21721.9 Freq 8.13000 ** Y
non-?permanent 1 0.0 1363 1364.0 Freq 8.13000 ** Y
damon 2 0.1 22048 22049.9 Freq 8.07000 ** Y
grey 5 1.0 214880 214884.0 Freq 8.07000 ** Y
super-?size 1 0.0 1426 1427.0 Freq 8.04000 ** Y
vietcong 1 0.0 1432 1433.0 Freq 8.03000 ** Y
twosome 1 0.0 1433 1434.0 Freq 8.03000 ** Y
bonnaroo 1 0.0 1439 1440.0 Freq 8.02000 ** Y
sub-?prime 2 0.1 22493 22494.9 Freq 8.00000 ** Y
swoosh 1 0.0 1556 1557.0 Freq 7.86000 ** Y
lowbrow 1 0.0 1564 1565.0 Freq 7.85000 ** Y
classism 1 0.0 1572 1573.0 Freq 7.84000 ** Y
laserdisc 1 0.0 1656 1657.0 Freq 7.74000 ** Y
classy 2 0.1 24174 24175.9 Freq 7.72000 ** Y
falluja 1 0.0 1691 1692.0 Freq 7.70000 ** Y
slave 4 0.7 142706 142709.3 Freq 7.67000 ** Y
croutons 1 0.0 1726 1727.0 Freq 7.66000 ** Y
scooter 2 0.1 24688 24689.9 Freq 7.64000 ** Y
nigga 1 0.0 1764 1765.0 Freq 7.61000 ** Y
squidoo 1 0.0 1790 1791.0 Freq 7.58000 ** Y
senility 1 0.0 1799 1800.0 Freq 7.57000 ** Y
ie 5 1.1 229497 229500.9 Freq 7.55000 ** Y
grade 6 1.5 325347 325351.5 Freq 7.52000 ** Y
rica 2 0.1 25660 25661.9 Freq 7.50000 ** Y
eurogamer 1 0.0 1882 1883.0 Freq 7.48000 ** Y
nicotine 2 0.1 25815 25816.9 Freq 7.48000 ** Y
walliams 1 0.0 1894 1895.0 Freq 7.47000 ** Y
vietnam 4 0.7 147274 147277.3 Freq 7.46000 ** Y
pullover 1 0.0 1914 1915.0 Freq 7.45000 ** Y
payphone 1 0.0 1982 1983.0 Freq 7.38000 ** Y
anti-?communism 1 0.0 2016 2017.0 Freq 7.35000 ** Y
sidewinder 1 0.0 2041 2042.0 Freq 7.32000 ** Y
betamax 1 0.0 2059 2060.0 Freq 7.31000 ** Y
concrete 5 1.1 237139 237142.9 Freq 7.29000 ** Y
froyo 1 0.0 2083 2084.0 Freq 7.28000 ** Y
cv 3 0.4 79857 79859.6 Freq 7.25000 ** Y
porn 3 0.4 80199 80201.6 Freq 7.23000 ** Y
optimi[zs]ation 3 0.4 80405 80407.6 Freq 7.22000 ** Y
brussel 1 0.0 2247 2248.0 Freq 7.13000 ** Y
commissar 1 0.0 2250 2251.0 Freq 7.13000 ** Y
blackface 1 0.0 2312 2313.0 Freq 7.08000 ** Y
secessionist 1 0.0 2313 2314.0 Freq 7.08000 ** Y
mignon 1 0.0 2325 2326.0 Freq 7.07000 ** Y
conformity 2 0.1 28893 28894.9 Freq 7.05000 ** Y
tropez 1 0.0 2357 2358.0 Freq 7.04000 ** Y
sexiness 1 0.0 2374 2375.0 Freq 7.03000 ** Y
influencer 1 0.0 2419 2420.0 Freq 6.99000 ** Y
serf 1 0.0 2491 2492.0 Freq 6.93000 ** Y
planking 1 0.0 2539 2540.0 Freq 6.89000 ** Y
time-?travel 1 0.0 2586 2587.0 Freq 6.86000 ** Y
marxism 2 0.1 30604 30605.9 Freq 6.84000 ** Y
tories 3 0.4 86952 86954.6 Freq 6.81000 ** Y
hammerstein 1 0.0 2667 2668.0 Freq 6.80000 ** Y
nio 1 0.0 2681 2682.0 Freq 6.78000 ** Y
pitsmoor 1 0.0 2708 2709.0 Freq 6.76000 ** Y
tudors 1 0.0 2735 2736.0 Freq 6.75000 ** Y
profligacy 1 0.0 2765 2766.0 Freq 6.72000 ** Y
gollum 1 0.0 2784 2785.0 Freq 6.71000 ** Y
orange 5 1.2 255977 255980.8 Freq 6.70000 ** Y
commies 1 0.0 2810 2811.0 Freq 6.69000 ** Y
hieroglyphs 1 0.0 2815 2816.0 Freq 6.69000 ** Y
ela 1 0.0 2820 2821.0 Freq 6.69000 ** Y
chino 1 0.0 2836 2837.0 Freq 6.67000 ** Y
colonialist 1 0.0 2938 2939.0 Freq 6.60000
Y
segway 1 0.0 2995 2996.0 Freq 6.57000
Y
megabyte 1 0.0 2998 2999.0 Freq 6.56000
Y
polenta 1 0.0 3019 3020.0 Freq 6.55000
Y
sommelier 1 0.0 3165 3166.0 Freq 6.46000
Y
staffies 1 0.0 3169 3170.0 Freq 6.45000
Y
burqa 1 0.0 3181 3182.0 Freq 6.45000
Y
arla 1 0.0 3215 3216.0 Freq 6.43000
Y
anti-?doping 1 0.0 3251 3252.0 Freq 6.40000
Y
hunter-?gatherer 1 0.0 3279 3280.0 Freq 6.39000
Y
skydiving 1 0.0 3309 3310.0 Freq 6.37000
Y
zippy 1 0.0 3364 3365.0 Freq 6.34000
Y
fondue 1 0.0 3370 3371.0 Freq 6.33000
Y
skinhead 1 0.0 3386 3387.0 Freq 6.32000
Y
advertising 6 1.7 374061 374065.3 Freq 6.30000
Y
whiteley 1 0.0 3430 3431.0 Freq 6.30000
Y
uncool 1 0.0 3498 3499.0 Freq 6.26000
Y
juicing 1 0.0 3502 3503.0 Freq 6.26000
Y
eyelash 1 0.0 3524 3525.0 Freq 6.25000
Y
sdr 1 0.0 3588 3589.0 Freq 6.21000
Y
spandex 1 0.0 3606 3607.0 Freq 6.20000
Y
stalingrad 1 0.0 3615 3616.0 Freq 6.20000
Y
m$ 1 0.0 3638 3639.0 Freq 6.18000
Y
sweat-?shop 1 0.0 3690 3691.0 Freq 6.16000
Y
bobcat 1 0.0 3715 3716.0 Freq 6.14000
Y
pants 3 0.5 99651 99653.5 Freq 6.11000
Y
sudoku 1 0.0 3778 3779.0 Freq 6.11000
Y
serfdom 1 0.0 3801 3802.0 Freq 6.10000
Y
berber 1 0.0 3839 3840.0 Freq 6.08000
Y
brahmin 1 0.0 3841 3842.0 Freq 6.08000
Y
vlc 1 0.0 3844 3845.0 Freq 6.08000
Y
ouija 1 0.0 3915 3916.0 Freq 6.04000
Y
blogroll 1 0.0 3939 3940.0 Freq 6.03000
Y
queer 2 0.2 38724 38725.8 Freq 5.97000
Y
babylon 2 0.2 38931 38932.8 Freq 5.95000
Y
germany 7 2.4 506137 506141.6 Freq 5.93000
Y
sacd 1 0.0 4180 4181.0 Freq 5.91000
Y
monarch 2 0.2 39532 39533.8 Freq 5.90000
Y
zealot 1 0.0 4244 4245.0 Freq 5.88000
Y
molotov 1 0.0 4263 4264.0 Freq 5.87000
Y
widget 2 0.2 39989 39990.8 Freq 5.86000
Y
psg 1 0.0 4375 4376.0 Freq 5.82000
Y
organic 5 1.4 289944 289947.6 Freq 5.77000
Y
ibm 3 0.5 106698 106700.5 Freq 5.77000
Y
bolshevism 1 0.0 4525 4526.0 Freq 5.76000
Y
weapon 4 0.9 192241 192244.1 Freq 5.75000
Y
opulence 1 0.0 4734 4735.0 Freq 5.67000
Y
cerebus 1 0.0 4744 4745.0 Freq 5.66000
Y
terrorist 4 0.9 195336 195339.1 Freq 5.65000
Y
tribesmen 1 0.0 4835 4836.0 Freq 5.63000
Y
smalltalk 1 0.0 4853 4854.0 Freq 5.62000
Y
egalitarianism 1 0.0 4904 4905.0 Freq 5.60000
Y
leper 1 0.0 4918 4919.0 Freq 5.59000
Y
decentralisation 1 0.0 4933 4934.0 Freq 5.59000
Y
yule 1 0.0 4961 4962.0 Freq 5.58000
Y
fireside 1 0.0 5045 5046.0 Freq 5.54000
Y
tuxedo 1 0.0 5091 5092.0 Freq 5.52000
Y
nation-?states 1 0.0 5113 5114.0 Freq 5.52000
Y
corset 1 0.0 5136 5137.0 Freq 5.51000
Y
wine 6 1.9 413829 413833.1 Freq 5.46000
Y
minecraft 1 0.0 5318 5319.0 Freq 5.44000
Y
rind 1 0.0 5423 5424.0 Freq 5.40000
Y
thelma 1 0.0 5459 5460.0 Freq 5.39000
Y
medici 1 0.0 5484 5485.0 Freq 5.38000
Y
drudge 1 0.0 5528 5529.0 Freq 5.36000
Y
shears 1 0.0 5688 5689.0 Freq 5.31000
Y
bpd 1 0.0 5774 5775.0 Freq 5.28000
Y
dailies 1 0.0 5782 5783.0 Freq 5.28000
Y
grammars 1 0.0 5810 5811.0 Freq 5.27000
Y
disney 3 0.6 118203 118205.4 Freq 5.26000
Y
bagel 1 0.0 5970 5971.0 Freq 5.21000
Y
marshmallow 1 0.0 6003 6004.0 Freq 5.20000
Y
zombie 2 0.2 48011 48012.8 Freq 5.20000
Y
krakow 1 0.0 6025 6026.0 Freq 5.20000
Y
abolitionist 1 0.0 6281 6282.0 Freq 5.12000
Y
moneti[sz]ation 1 0.0 6307 6308.0 Freq 5.11000
Y
coke 2 0.2 49425 49426.8 Freq 5.10000
Y
armor 2 0.2 49474 49475.8 Freq 5.09000
Y
khaki 1 0.0 6399 6400.0 Freq 5.08000
Y
rap 2 0.2 49865 49866.8 Freq 5.07000
Y
blowout 1 0.0 6517 6518.0 Freq 5.04000
Y
asbestos 2 0.2 50325 50326.8 Freq 5.03000
Y
warlord 1 0.0 6579 6580.0 Freq 5.03000
Y
nationalism 2 0.2 50566 50567.8 Freq 5.02000
Y
kinsey 1 0.0 6617 6618.0 Freq 5.01000
Y
mullet 1 0.0 6664 6665.0 Freq 5.00000
Y
paparazzi 1 0.0 6743 6744.0 Freq 4.98000
Y
speech 7 2.6 563601 563605.4 Freq 4.96000
Y
brunette 1 0.0 6828 6829.0 Freq 4.95000
Y
conservatories 1 0.0 6832 6833.0 Freq 4.95000
Y
kiddies 1 0.0 7011 7012.0 Freq 4.90000
Y
missionary 2 0.2 52576 52577.8 Freq 4.88000
Y
qaeda 2 0.2 52704 52705.8 Freq 4.87000
Y
lund 1 0.0 7171 7172.0 Freq 4.86000
Y
passivity 1 0.0 7182 7183.0 Freq 4.86000
Y
chardonnay 1 0.0 7197 7198.0 Freq 4.85000
Y
feminism 2 0.2 53077 53078.8 Freq 4.85000
Y
theocracy 1 0.0 7238 7239.0 Freq 4.84000
Y
crossfire 1 0.0 7249 7250.0 Freq 4.84000
Y
snob 1 0.0 7272 7273.0 Freq 4.83000
Y
storefront 1 0.0 7293 7294.0 Freq 4.83000
Y
gopher 1 0.0 7294 7295.0 Freq 4.83000
Y
vagueness 1 0.0 7363 7364.0 Freq 4.81000
Y
chivalry 1 0.0 7386 7387.0 Freq 4.80000
Y
seti 1 0.0 7424 7425.0 Freq 4.79000
Y
surrealism 1 0.0 7432 7433.0 Freq 4.79000
Y
textbook 2 0.3 54340 54341.7 Freq 4.76000
Y
mentorship 1 0.0 7665 7666.0 Freq 4.73000
Y
paleo 1 0.0 7966 7967.0 Freq 4.66000
Y
paramedic 1 0.0 8074 8075.0 Freq 4.63000
Y
weimar 1 0.0 8124 8125.0 Freq 4.62000
Y
da-?da 1 0.0 8207 8208.0 Freq 4.60000
Y
sectarianism 1 0.0 8322 8323.0 Freq 4.57000
Y
prozac 1 0.0 8356 8357.0 Freq 4.56000
Y
darkroom 1 0.0 8435 8436.0 Freq 4.55000
Y
undergrad 1 0.0 8623 8624.0 Freq 4.50000
Y
crossword 1 0.0 8625 8626.0 Freq 4.50000
Y
middleware 1 0.0 8632 8633.0 Freq 4.50000
Y
ugliness 1 0.0 8647 8648.0 Freq 4.50000
Y
tickle 1 0.0 8718 8719.0 Freq 4.48000
Y
dulwich 1 0.0 8727 8728.0 Freq 4.48000
Y
napster 1 0.0 8929 8930.0 Freq 4.44000
Y
mayfair 1 0.0 8969 8970.0 Freq 4.43000
Y
roswell 1 0.0 9019 9020.0 Freq 4.42000
Y
decadence 1 0.0 9099 9100.0 Freq 4.40000
Y
stomping 1 0.0 9156 9157.0 Freq 4.39000
Y
lilac 1 0.0 9160 9161.0 Freq 4.39000
Y
off-?topic 1 0.0 9185 9186.0 Freq 4.38000
Y
requiem 1 0.0 9204 9205.0 Freq 4.38000
Y
maroon 1 0.0 9414 9415.0 Freq 4.34000
Y
google 8 3.5 741629 741633.5 Freq 4.32000
Y
kp 1 0.0 9568 9569.0 Freq 4.30000
Y
a-?levels 1 0.0 9604 9605.0 Freq 4.30000
Y
texan 1 0.0 9684 9685.0 Freq 4.28000
Y
paganism 1 0.0 9776 9777.0 Freq 4.26000
Y
silicon 2 0.3 62941 62942.7 Freq 4.26000
Y
heretic 1 0.0 9861 9862.0 Freq 4.25000
Y
radicalism 1 0.0 10056 10057.0 Freq 4.21000
Y
prussia 1 0.0 10304 10305.0 Freq 4.16000
Y
ketchup 1 0.0 10364 10365.0 Freq 4.15000
Y
sd 2 0.3 64985 64986.7 Freq 4.15000
Y
opt-?in 1 0.0 10419 10420.0 Freq 4.14000
Y
mauritius 1 0.0 10540 10541.0 Freq 4.12000
Y
fax 2 0.3 65605 65606.7 Freq 4.12000
Y
whistler 1 0.0 10565 10566.0 Freq 4.12000
Y
protestantism 1 0.0 10663 10664.0 Freq 4.10000
Y
purgatory 1 0.0 10673 10674.0 Freq 4.10000
Y
diploma 2 0.3 66234 66235.7 Freq 4.08000
Y
athens 2 0.3 66471 66472.7 Freq 4.07000
Y
leprosy 1 0.1 10830 10830.9 Freq 4.07000
Y
versailles 1 0.1 10986 10986.9 Freq 4.04000
Y
tlc 1 0.1 11005 11005.9 Freq 4.04000
Y
toughness 1 0.1 11177 11177.9 Freq 4.01000
Y
moustache 1 0.1 11178 11178.9 Freq 4.01000
Y
witch 2 0.3 67973 67974.7 Freq 4.00000
Y
prc 1 0.1 11345 11345.9 Freq 3.98000
Y
cooler 2 0.3 68804 68805.7 Freq 3.96000
Y
bmw 2 0.3 69040 69041.7 Freq 3.94000
Y
superheroes 1 0.1 11655 11655.9 Freq 3.93000
Y
pilates 1 0.1 11742 11742.9 Freq 3.92000
Y
crusader 1 0.1 11860 11860.9 Freq 3.90000
Y
handshake 1 0.1 11872 11872.9 Freq 3.89000
Y
digg 1 0.1 11939 11939.9 Freq 3.88000
Y
sony 3 0.7 158384 158386.3 Freq 3.88000
Y
guantánamo 1 0.1 11999 11999.9 Freq 3.87000
Y
ice-?cream 1 0.1 12131 12131.9 Freq 3.85000
Y
exclusivity 1 0.1 12282 12282.9 Freq 3.83000 ns Y
wealth 5 1.8 385645 385648.2 Freq 3.81000 ns Y
virginity 1 0.1 12403 12403.9 Freq 3.81000 ns Y
watergate 1 0.1 12484 12484.9 Freq 3.80000 ns Y
hairdresser 1 0.1 12618 12618.9 Freq 3.78000 ns Y
brooklyn 2 0.3 72842 72843.7 Freq 3.77000 ns Y
old-?school 1 0.1 12918 12918.9 Freq 3.74000 ns Y
bachelor 2 0.3 73541 73542.7 Freq 3.73000 ns Y
monkey 2 0.3 73942 73943.7 Freq 3.72000 ns Y
bolshevik 1 0.1 13110 13110.9 Freq 3.71000 ns Y
diva 1 0.1 13123 13123.9 Freq 3.71000 ns Y
czechoslovakia 1 0.1 13140 13140.9 Freq 3.70000 ns Y
toner 1 0.1 13163 13163.9 Freq 3.70000 ns Y
hotmail 1 0.1 13204 13204.9 Freq 3.69000 ns Y
postman 1 0.1 13249 13249.9 Freq 3.69000 ns Y
contestant 1 0.1 13426 13426.9 Freq 3.66000 ns Y
gray 3 0.8 166299 166301.2 Freq 3.66000 ns Y
pantomime 1 0.1 13460 13460.9 Freq 3.66000 ns Y
citizenry 1 0.1 13553 13553.9 Freq 3.65000 ns Y
dope 1 0.1 13612 13612.9 Freq 3.64000 ns Y
taliban 2 0.4 76598 76599.6 Freq 3.60000 ns Y
beige 1 0.1 13950 13950.9 Freq 3.59000 ns Y
bollywood 1 0.1 14006 14006.9 Freq 3.58000 ns Y
sporty 1 0.1 14312 14312.9 Freq 3.54000 ns Y
compton 1 0.1 14358 14358.9 Freq 3.54000 ns Y
marketer 1 0.1 14431 14431.9 Freq 3.53000 ns Y
dropbox 1 0.1 14681 14681.9 Freq 3.50000 ns Y
african-?americans 1 0.1 14682 14682.9 Freq 3.50000 ns Y
woodstock 1 0.1 14780 14780.9 Freq 3.48000 ns Y
engraving 1 0.1 14808 14808.9 Freq 3.48000 ns Y
cliche 1 0.1 14813 14813.9 Freq 3.48000 ns Y
ics 1 0.1 14822 14822.9 Freq 3.48000 ns Y
canvas 2 0.4 79707 79708.6 Freq 3.47000 ns Y
consumerism 1 0.1 15035 15035.9 Freq 3.45000 ns Y
unicorn 1 0.1 15243 15243.9 Freq 3.43000 ns Y
arabia 2 0.4 81217 81218.6 Freq 3.41000 ns Y
hotspots 1 0.1 15496 15496.9 Freq 3.40000 ns Y
megapixel 1 0.1 15647 15647.9 Freq 3.38000 ns Y
argentina 2 0.4 82399 82400.6 Freq 3.36000 ns Y
pda 1 0.1 15854 15854.9 Freq 3.35000 ns Y
socialist 3 0.8 178566 178568.2 Freq 3.35000 ns Y
blackout 1 0.1 15959 15959.9 Freq 3.34000 ns Y
fdr 1 0.1 16105 16105.9 Freq 3.32000 ns Y
crisps 1 0.1 16184 16184.9 Freq 3.32000 ns Y
scandinavia 1 0.1 16353 16353.9 Freq 3.30000 ns Y
glitter 1 0.1 16442 16442.9 Freq 3.29000 ns Y
monaco 1 0.1 16539 16539.9 Freq 3.28000 ns Y
wasp 1 0.1 16597 16597.9 Freq 3.27000 ns Y
inbound 1 0.1 16713 16713.9 Freq 3.26000 ns Y
asparagus 1 0.1 16815 16815.9 Freq 3.24000 ns Y
mania 1 0.1 16852 16852.9 Freq 3.24000 ns Y
filth 1 0.1 16963 16963.9 Freq 3.23000 ns Y
nero 1 0.1 16989 16989.9 Freq 3.23000 ns Y
panthers 1 0.1 17056 17056.9 Freq 3.22000 ns Y
mississippi 2 0.4 86265 86266.6 Freq 3.21000 ns Y
alchemy 1 0.1 17118 17118.9 Freq 3.21000 ns Y
cookery 1 0.1 17229 17229.9 Freq 3.20000 ns Y
politician 2 0.4 86779 86780.6 Freq 3.20000 ns Y
abstin[ea]nce 1 0.1 17307 17307.9 Freq 3.19000 ns Y
karaoke 1 0.1 17364 17364.9 Freq 3.19000 ns Y
barefoot 1 0.1 17467 17467.9 Freq 3.17000 ns Y
creationism 1 0.1 17770 17770.9 Freq 3.14000 ns Y
gangster 1 0.1 17771 17771.9 Freq 3.14000 ns Y
rad 1 0.1 17771 17771.9 Freq 3.14000 ns Y
glastonbury 1 0.1 17823 17823.9 Freq 3.14000 ns Y
siren 1 0.1 18048 18048.9 Freq 3.11000 ns Y
curling 1 0.1 18085 18085.9 Freq 3.11000 ns Y
bikini 1 0.1 18087 18087.9 Freq 3.11000 ns Y
whore 1 0.1 18180 18180.9 Freq 3.10000 ns Y
dslr 1 0.1 18182 18182.9 Freq 3.10000 ns Y
socialism 2 0.4 89502 89503.6 Freq 3.10000 ns Y
x-?men 1 0.1 18279 18279.9 Freq 3.09000 ns Y
aristocracy 1 0.1 18365 18365.9 Freq 3.08000 ns Y
nerd 1 0.1 18415 18415.9 Freq 3.08000 ns Y
angst 1 0.1 18557 18557.9 Freq 3.06000 ns Y
facebook 5 2.0 435778 435781.0 Freq 3.06000 ns Y
ether 1 0.1 18716 18716.9 Freq 3.05000 ns Y
thirties 1 0.1 18822 18822.9 Freq 3.04000 ns Y
manor 2 0.4 91431 91432.6 Freq 3.03000 ns Y
amish 1 0.1 18937 18937.9 Freq 3.03000 ns Y
terrorism 3 0.9 192939 192941.1 Freq 3.02000 ns Y
suv 1 0.1 19098 19098.9 Freq 3.01000 ns Y
pascal 1 0.1 19111 19111.9 Freq 3.01000 ns Y
buckle 1 0.1 19252 19252.9 Freq 3.00000 ns Y
potter 2 0.4 92411 92412.6 Freq 3.00000 ns Y
sanskrit 1 0.1 19356 19356.9 Freq 2.99000 ns Y
hi-?fi 1 0.1 19541 19541.9 Freq 2.97000 ns Y
selfishness 1 0.1 19548 19548.9 Freq 2.97000 ns Y
tex 1 0.1 19736 19736.9 Freq 2.95000 ns Y
raspberry 1 0.1 19775 19775.9 Freq 2.95000 ns Y
multi-?culturalism 1 0.1 19922 19922.9 Freq 2.93000 ns Y
98 2 0.4 95656 95657.6 Freq 2.89000 ns Y
teal 1 0.1 20476 20476.9 Freq 2.89000 ns Y
pvc 1 0.1 20511 20511.9 Freq 2.88000 ns Y
bullet 2 0.5 96384 96385.5 Freq 2.86000 ns Y
proletariat 1 0.1 20760 20760.9 Freq 2.86000 ns Y
sparrow 1 0.1 20843 20843.9 Freq 2.85000 ns Y
yamaha 1 0.1 21042 21042.9 Freq 2.84000 ns Y
yankee 1 0.1 21042 21042.9 Freq 2.84000 ns Y
superstition 1 0.1 21161 21161.9 Freq 2.83000 ns Y
cartel 1 0.1 21163 21163.9 Freq 2.83000 ns Y
holocaust 2 0.5 98721 98722.5 Freq 2.79000 ns Y
iceberg 1 0.1 21796 21796.9 Freq 2.77000 ns Y
compassion 2 0.5 99593 99594.5 Freq 2.76000 ns Y
lisp 1 0.1 21912 21912.9 Freq 2.76000 ns Y
utd 1 0.1 21931 21931.9 Freq 2.76000 ns Y
woodward 1 0.1 21947 21947.9 Freq 2.76000 ns Y
dungeon 1 0.1 22170 22170.9 Freq 2.74000 ns Y
cyberspace 1 0.1 22216 22216.9 Freq 2.74000 ns Y
newfoundland 1 0.1 22289 22289.9 Freq 2.73000 ns Y
hicks 1 0.1 22501 22501.9 Freq 2.72000 ns Y
geese 1 0.1 22535 22535.9 Freq 2.71000 ns Y
owls 1 0.1 22737 22737.9 Freq 2.70000 ns Y
atlantis 1 0.1 22754 22754.9 Freq 2.70000 ns Y
essay 3 1.0 209726 209728.0 Freq 2.67000 ns Y
classical 3 1.0 211237 211239.0 Freq 2.65000 ns Y
png 1 0.1 23627 23627.9 Freq 2.63000 ns Y
pie 2 0.5 104940 104941.5 Freq 2.60000 ns Y
nr 1 0.1 23975 23975.9 Freq 2.60000 ns Y
sushi 1 0.1 24004 24004.9 Freq 2.60000 ns Y
netscape 1 0.1 24113 24113.9 Freq 2.59000 ns Y
sans 1 0.1 24378 24378.9 Freq 2.57000 ns Y
spam 2 0.5 106120 106121.5 Freq 2.57000 ns Y
sharia 1 0.1 24451 24451.9 Freq 2.57000 ns Y
ipod 2 0.5 106501 106502.5 Freq 2.56000 ns Y
spinach 1 0.1 24750 24750.9 Freq 2.55000 ns Y
toddlers 1 0.1 24764 24764.9 Freq 2.55000 ns Y
lighter 2 0.5 107305 107306.5 Freq 2.54000 ns Y
warsaw 1 0.1 24935 24935.9 Freq 2.53000 ns Y
shortcut 1 0.1 24961 24961.9 Freq 2.53000 ns Y
accountancy 1 0.1 25135 25135.9 Freq 2.52000 ns Y
crate 1 0.1 25232 25232.9 Freq 2.51000 ns Y
chili 1 0.1 25446 25446.9 Freq 2.50000 ns Y
whiskey 1 0.1 25522 25522.9 Freq 2.49000 ns Y
noir 1 0.1 25561 25561.9 Freq 2.49000 ns Y
meta 1 0.1 26294 26294.9 Freq 2.44000 ns Y
usc 1 0.1 26321 26321.9 Freq 2.44000 ns Y
os 3 1.0 222659 222661.0 Freq 2.44000 ns Y
grande 1 0.1 26554 26554.9 Freq 2.42000 ns Y
sincerity 1 0.1 26695 26695.9 Freq 2.41000 ns Y
anarchy 1 0.1 26776 26776.9 Freq 2.41000 ns Y
glamour 1 0.1 26864 26864.9 Freq 2.40000 ns Y
carlo 1 0.1 26941 26941.9 Freq 2.40000 ns Y
youngster 1 0.1 27080 27080.9 Freq 2.39000 ns Y
millionaire 1 0.1 27131 27131.9 Freq 2.38000 ns Y
mtv 1 0.1 27384 27384.9 Freq 2.37000 ns Y
sol 1 0.1 27632 27632.9 Freq 2.35000 ns Y
zionism 1 0.1 28133 28133.9 Freq 2.32000 ns Y
goalkeeper 1 0.1 28185 28185.9 Freq 2.32000 ns Y
midi 1 0.1 28435 28435.9 Freq 2.30000 ns Y
sinner 1 0.1 28468 28468.9 Freq 2.30000 ns Y
implant 1 0.1 28605 28605.9 Freq 2.29000 ns Y
jerome 1 0.1 28608 28608.9 Freq 2.29000 ns Y
demographics 1 0.1 28832 28832.9 Freq 2.28000 ns Y
priests 2 0.5 117136 117137.5 Freq 2.28000 ns Y
gentiles 1 0.1 29156 29156.9 Freq 2.26000 ns Y
chic 1 0.1 29308 29308.9 Freq 2.25000 ns Y
sachs 1 0.1 29445 29445.9 Freq 2.24000 ns Y
gourmet 1 0.1 29467 29467.9 Freq 2.24000 ns Y
ajax 1 0.1 29469 29469.9 Freq 2.24000 ns Y
aaa 1 0.1 29550 29550.9 Freq 2.24000 ns Y
kite 1 0.1 29629 29629.9 Freq 2.23000 ns Y
stereotype 1 0.1 29713 29713.9 Freq 2.23000 ns Y
calculus 1 0.1 29917 29917.9 Freq 2.22000 ns Y
frontline 1 0.1 30176 30176.9 Freq 2.20000 ns Y
libel 1 0.1 30256 30256.9 Freq 2.20000 ns Y
antarctica 1 0.1 30479 30479.9 Freq 2.18000 ns Y
orthodoxy 1 0.1 30526 30526.9 Freq 2.18000 ns Y
tcp 1 0.1 30735 30735.9 Freq 2.17000 ns Y
donkey 1 0.1 31104 31104.9 Freq 2.15000 ns Y
demos 1 0.1 31435 31435.9 Freq 2.13000 ns Y
wharf 1 0.1 32000 32000.9 Freq 2.10000 ns Y
naughty 1 0.2 32308 32308.8 Freq 2.08000 ns Y
scientology 1 0.2 32551 32551.8 Freq 2.07000 ns Y
weaving 1 0.2 32805 32805.8 Freq 2.06000 ns Y
ussr 1 0.2 32879 32879.8 Freq 2.05000 ns Y
crossroads? 1 0.2 32888 32888.8 Freq 2.05000 ns Y
spouses 1 0.2 33147 33147.8 Freq 2.04000 ns Y
priesthood 1 0.2 33220 33220.8 Freq 2.04000 ns Y
berlin 2 0.6 127716 127717.4 Freq 2.03000 ns Y
satire 1 0.2 33321 33321.8 Freq 2.03000 ns Y
insanity 1 0.2 33330 33330.8 Freq 2.03000 ns Y
paperback 1 0.2 33891 33891.8 Freq 2.00000 ns Y
cocoa 1 0.2 33905 33905.8 Freq 2.00000 ns Y
rotherham 1 0.2 34169 34169.8 Freq 1.99000 ns Y
remake 1 0.2 34261 34261.8 Freq 1.98000 ns Y
pedro 1 0.2 34473 34473.8 Freq 1.97000 ns Y
zen 1 0.2 34586 34586.8 Freq 1.97000 ns Y
perimeter 1 0.2 34691 34691.8 Freq 1.96000 ns Y
mysql 1 0.2 34791 34791.8 Freq 1.96000 ns Y
floral 1 0.2 34886 34886.8 Freq 1.95000 ns Y
fasting 1 0.2 34930 34930.8 Freq 1.95000 ns Y
chelsea 2 0.6 131463 131464.4 Freq 1.95000 ns Y
floyd 1 0.2 35185 35185.8 Freq 1.94000 ns Y
alexandria 1 0.2 35218 35218.8 Freq 1.94000 ns Y
kissing 1 0.2 35274 35274.8 Freq 1.94000 ns Y
knife 2 0.6 132550 132551.4 Freq 1.93000 ns Y
nude 1 0.2 35904 35904.8 Freq 1.91000 ns Y
prague 1 0.2 36170 36170.8 Freq 1.89000 ns Y
funky 1 0.2 36206 36206.8 Freq 1.89000 ns Y
latin 3 1.2 257832 257833.8 Freq 1.88000 ns Y
dictator 1 0.2 36689 36689.8 Freq 1.87000 ns Y
plantation 1 0.2 36894 36894.8 Freq 1.86000 ns Y
somalia 1 0.2 37209 37209.8 Freq 1.85000 ns Y
tuna 1 0.2 37244 37244.8 Freq 1.85000 ns Y
sane 1 0.2 37273 37273.8 Freq 1.84000 ns Y
liner 1 0.2 37384 37384.8 Freq 1.84000 ns Y
thin 3 1.2 261646 261647.8 Freq 1.83000 ns Y
sunday 6 3.3 705154 705156.7 Freq 1.78000 ns Y
spain 3 1.2 266673 266674.8 Freq 1.76000 ns Y
bleak 1 0.2 39153 39153.8 Freq 1.76000 ns Y
tuesday 4 1.9 406484 406486.1 Freq 1.76000 ns Y
polo 1 0.2 39545 39545.8 Freq 1.75000 ns Y
reckless 1 0.2 39839 39839.8 Freq 1.73000 ns Y
pumpkin 1 0.2 39968 39968.8 Freq 1.73000 ns Y
arsenal 2 0.7 143423 143424.3 Freq 1.71000 ns Y
carp 1 0.2 40692 40692.8 Freq 1.70000 ns Y
butcher 1 0.2 40796 40796.8 Freq 1.70000 ns Y
ferrari 1 0.2 41355 41355.8 Freq 1.67000 ns Y
baron 1 0.2 41509 41509.8 Freq 1.67000 ns Y
smash 1 0.2 41693 41693.8 Freq 1.66000 ns Y
powerpoint 1 0.2 41784 41784.8 Freq 1.66000 ns Y
brewing 1 0.2 41854 41854.8 Freq 1.66000 ns Y
peanut 1 0.2 42066 42066.8 Freq 1.65000 ns Y
vanity 1 0.2 42331 42331.8 Freq 1.64000 ns Y
backyard 1 0.2 42979 42979.8 Freq 1.61000 ns Y
aesthetics 1 0.2 43456 43456.8 Freq 1.59000 ns Y
pre-?school 1 0.2 44533 44533.8 Freq 1.56000 ns Y
alien 2 0.7 152541 152542.3 Freq 1.55000 ns Y
paris 3 1.3 285401 285402.7 Freq 1.53000 ns Y
humility 1 0.2 45225 45225.8 Freq 1.53000 ns Y
ceramic 1 0.2 45596 45596.8 Freq 1.52000 ns Y
twilight 1 0.2 45820 45820.8 Freq 1.51000 ns Y
publisher 2 0.7 155084 155085.3 Freq 1.51000 ns Y
reporter 2 0.7 156008 156009.3 Freq 1.50000 ns Y
fascist 1 0.2 46338 46338.8 Freq 1.49000 ns Y
iceland 1 0.2 46593 46593.8 Freq 1.48000 ns Y
vegan 1 0.2 46705 46705.8 Freq 1.48000 ns Y
violin 1 0.2 46761 46761.8 Freq 1.48000 ns Y
elevator 1 0.2 46794 46794.8 Freq 1.48000 ns Y
sabbath 1 0.2 46867 46867.8 Freq 1.48000 ns Y
somebody 3 1.4 290432 290433.6 Freq 1.47000 ns Y
syrup 1 0.2 46932 46932.8 Freq 1.47000 ns Y
pornography 1 0.2 47052 47052.8 Freq 1.47000 ns Y
steak 1 0.2 47116 47116.8 Freq 1.47000 ns Y
coventry 1 0.2 47301 47301.8 Freq 1.46000 ns Y
outsourcing 1 0.2 47326 47326.8 Freq 1.46000 ns Y
http 1 0.2 47909 47909.8 Freq 1.44000 ns Y
kosovo 1 0.2 48121 48121.8 Freq 1.43000 ns Y
whistle 1 0.2 48366 48366.8 Freq 1.43000 ns Y
capitalism 2 0.8 162222 162223.2 Freq 1.40000 ns Y
greece 2 0.8 162553 162554.2 Freq 1.39000 ns Y
vanilla 1 0.2 49495 49495.8 Freq 1.39000 ns Y
heroin 1 0.2 49587 49587.8 Freq 1.39000 ns Y
confidentiality 1 0.2 49642 49642.8 Freq 1.39000 ns Y
trousers 1 0.2 49738 49738.8 Freq 1.38000 ns Y
fireplace 1 0.2 49757 49757.8 Freq 1.38000 ns Y
skiing 1 0.2 49806 49806.8 Freq 1.38000 ns Y
alcoholic 1 0.2 49823 49823.8 Freq 1.38000 ns Y
gothic 1 0.2 50112 50112.8 Freq 1.37000 ns Y
milan 1 0.2 50460 50460.8 Freq 1.36000 ns Y
poker 1 0.2 50763 50763.8 Freq 1.35000 ns Y
leeds 2 0.8 165596 165597.2 Freq 1.35000 ns Y
beatles 1 0.2 50979 50979.8 Freq 1.35000 ns Y
pakistani 1 0.2 51306 51306.8 Freq 1.34000 ns Y
mexico 3 1.4 305648 305649.6 Freq 1.31000 ns Y
poetry 3 1.4 306691 306692.6 Freq 1.30000 ns Y
banana 1 0.2 52722 52722.8 Freq 1.29000 ns Y
champagne 1 0.2 53396 53396.8 Freq 1.28000 ns Y
coffee 4 2.1 459299 459300.9 Freq 1.27000 ns Y
reactor 1 0.3 53544 53544.7 Freq 1.27000 ns Y
chickens 1 0.3 53557 53557.7 Freq 1.27000 ns Y
offline 1 0.3 53759 53759.7 Freq 1.27000 ns Y
ira 1 0.3 53806 53806.7 Freq 1.26000 ns Y
storytelling 1 0.3 53992 53992.7 Freq 1.26000 ns Y
optimism 1 0.3 54434 54434.7 Freq 1.25000 ns Y
ubuntu 1 0.3 54839 54839.7 Freq 1.24000 ns Y
watts 1 0.3 55254 55254.7 Freq 1.22000 ns Y
guinea 1 0.3 55319 55319.7 Freq 1.22000 ns Y
irish 3 1.5 314943 314944.5 Freq 1.22000 ns Y
aluminum 1 0.3 55624 55624.7 Freq 1.21000 ns Y
norton 1 0.3 55630 55630.7 Freq 1.21000 ns Y
panels 2 0.8 175786 175787.2 Freq 1.20000 ns Y
puzzles 1 0.3 56339 56339.7 Freq 1.20000 ns Y
t-?shirt 1 0.3 56655 56655.7 Freq 1.19000 ns Y
censorship 1 0.3 56845 56845.7 Freq 1.18000 ns Y
jewellery 1 0.3 56907 56907.7 Freq 1.18000 ns Y
footprint 1 0.3 57207 57207.7 Freq 1.17000 ns Y
lp 1 0.3 57217 57217.7 Freq 1.17000 ns Y
arkansas 1 0.3 57843 57843.7 Freq 1.16000 ns Y
scam 1 0.3 57967 57967.7 Freq 1.15000 ns Y
bolton 1 0.3 58638 58638.7 Freq 1.14000 ns Y
freelance 1 0.3 58863 58863.7 Freq 1.13000 ns Y
indie 1 0.3 59626 59626.7 Freq 1.11000 ns Y
mosque 1 0.3 60980 60980.7 Freq 1.08000 ns Y
ruby 1 0.3 60980 60980.7 Freq 1.08000 ns Y
pill 1 0.3 61339 61339.7 Freq 1.07000 ns Y
pocket 2 0.9 186611 186612.1 Freq 1.07000 ns Y
mario 1 0.3 62206 62206.7 Freq 1.05000 ns Y
mob 1 0.3 62322 62322.7 Freq 1.05000 ns Y
marcus 1 0.3 62614 62614.7 Freq 1.04000 ns Y
fourteen 1 0.3 62617 62617.7 Freq 1.04000 ns Y
nobel 1 0.3 62794 62794.7 Freq 1.04000 ns Y
cuisine 1 0.3 62831 62831.7 Freq 1.04000 ns Y
cholesterol 1 0.3 62843 62843.7 Freq 1.04000 ns Y
wal-?mart 1 0.3 63074 63074.7 Freq 1.03000 ns Y
jeans 1 0.3 63438 63438.7 Freq 1.03000 ns Y
isaac 1 0.3 63679 63679.7 Freq 1.02000 ns Y
hollywood 2 0.9 192193 192194.1 Freq 1.00000 ns Y
stainless 1 0.3 64831 64831.7 Freq 0.99000 ns Y
dude 1 0.3 64862 64862.7 Freq 0.99000 ns Y
mcdonald 1 0.3 65018 65018.7 Freq 0.99000 ns Y
circus 1 0.3 65218 65218.7 Freq 0.99000 ns Y
c.v. 2 0.9 193986 193987.1 Freq 0.98000 ns Y
html 2 0.9 194328 194329.1 Freq 0.98000 ns Y
rainbow 1 0.3 65903 65903.7 Freq 0.97000 ns Y
micro 1 0.3 65988 65988.7 Freq 0.97000 ns Y
pop 3 1.6 343087 343088.4 Freq 0.97000 ns Y
quo 1 0.3 66184 66184.7 Freq 0.97000 ns Y
ironic 1 0.3 66383 66383.7 Freq 0.96000 ns Y
luxury 2 0.9 195785 195786.1 Freq 0.96000 ns Y
steel 3 1.6 344927 344928.4 Freq 0.95000 ns Y
gameplay 1 0.3 66893 66893.7 Freq 0.95000 ns Y
php 1 0.3 67102 67102.7 Freq 0.95000 ns Y
lip 1 0.3 67237 67237.7 Freq 0.94000 ns Y
israel 6 3.9 841142 841144.1 Freq 0.94000 ns Y
philosopher 1 0.3 67854 67854.7 Freq 0.93000 ns Y
belly 1 0.3 67977 67977.7 Freq 0.93000 ns Y
buffalo 1 0.3 68329 68329.7 Freq 0.92000 ns Y
cinema 2 0.9 199254 199255.1 Freq 0.92000 ns Y
risky 1 0.3 68547 68547.7 Freq 0.92000 ns Y
shepherd 1 0.3 68748 68748.7 Freq 0.91000 ns Y
christianity 2 0.9 200371 200372.1 Freq 0.91000 ns Y
awake 1 0.3 69132 69132.7 Freq 0.91000 ns Y
pakistan 2 0.9 201281 201282.1 Freq 0.90000 ns Y
plastic 3 1.7 353800 353801.3 Freq 0.88000 ns Y
rack 1 0.3 70505 70505.7 Freq 0.88000 ns Y
punk 1 0.3 73239 73239.7 Freq 0.83000 ns Y
triangle 1 0.3 73795 73795.7 Freq 0.82000 ns Y
rss 1 0.3 74722 74722.7 Freq 0.80000 ns Y
smartphone 1 0.4 75397 75397.6 Freq 0.79000 ns Y
cookie 1 0.4 75494 75494.6 Freq 0.79000 ns Y
aggression 1 0.4 75496 75496.6 Freq 0.79000 ns Y
pearl 1 0.4 75737 75737.6 Freq 0.79000 ns Y
jew 1 0.4 76527 76527.6 Freq 0.77000 ns Y
estates 1 0.4 76553 76553.6 Freq 0.77000 ns Y
trophy 1 0.4 77198 77198.6 Freq 0.76000 ns Y
sandwich 1 0.4 77205 77205.6 Freq 0.76000 ns Y
potato 1 0.4 77342 77342.6 Freq 0.76000 ns Y
francisco 2 1.0 215844 215845.0 Freq 0.76000 ns Y
binary 1 0.4 77848 77848.6 Freq 0.75000 ns Y
despair 1 0.4 77993 77993.6 Freq 0.75000 ns Y
itunes 1 0.4 78686 78686.6 Freq 0.74000 ns Y
ss 1 0.4 79288 79288.6 Freq 0.73000 ns Y
pork 1 0.4 79424 79424.6 Freq 0.72000 ns Y
lebanon 1 0.4 79711 79711.6 Freq 0.72000 ns Y
hamas 1 0.4 79884 79884.6 Freq 0.72000 ns Y
xbox 1 0.4 80483 80483.6 Freq 0.71000 ns Y
journalists 2 1.0 221876 221877.0 Freq 0.70000 ns Y
garage 2 1.0 223334 223335.0 Freq 0.69000 ns Y
soviet 2 1.0 223353 223354.0 Freq 0.69000 ns Y
consultancy 1 0.4 82001 82001.6 Freq 0.69000 ns Y
vista 1 0.4 82010 82010.6 Freq 0.68000 ns Y
hawaii 1 0.4 82530 82530.6 Freq 0.68000 ns Y
bicycle 1 0.4 83329 83329.6 Freq 0.67000 ns Y
equality 2 1.1 227396 227396.9 Freq 0.66000 ns Y
athletic 1 0.4 84725 84725.6 Freq 0.65000 ns Y
commodity 1 0.4 84779 84779.6 Freq 0.64000 ns Y
airline 1 0.4 84965 84965.6 Freq 0.64000 ns Y
barrel 1 0.4 85723 85723.6 Freq 0.63000 ns Y
homeland 1 0.4 85765 85765.6 Freq 0.63000 ns Y
certainty 1 0.4 86572 86572.6 Freq 0.62000 ns Y
shortage 1 0.4 87333 87333.6 Freq 0.61000 ns Y
nokia 1 0.4 88725 88725.6 Freq 0.59000 ns Y
rage 1 0.4 89080 89080.6 Freq 0.59000 ns Y
intel 1 0.4 89209 89209.6 Freq 0.58000 ns Y
labor 3 1.9 399545 399546.1 Freq 0.58000 ns Y
headline 1 0.4 89634 89634.6 Freq 0.58000 ns Y
yoga 1 0.4 90426 90426.6 Freq 0.57000 ns Y
mainstream 2 1.1 238535 238535.9 Freq 0.57000 ns Y
leicester 1 0.4 90551 90551.6 Freq 0.57000 ns Y
pitch 2 1.1 239352 239352.9 Freq 0.56000 ns Y
chocolate 2 1.1 239369 239369.9 Freq 0.56000 ns Y
thursday 3 1.9 406105 406106.1 Freq 0.54000 ns Y
proteins 1 0.4 93220 93220.6 Freq 0.53000 ns Y
dallas 1 0.4 94010 94010.6 Freq 0.52000 ns Y
airlines 1 0.4 94310 94310.6 Freq 0.52000 ns Y
caution 1 0.4 95098 95098.6 Freq 0.51000 ns Y
internet 8 6.1 1315811 1315812.9 Freq 0.51000 ns Y
newton 1 0.4 95796 95796.6 Freq 0.50000 ns Y
boyfriend 1 0.4 95860 95860.6 Freq 0.50000 ns Y
laughter 1 0.4 96109 96109.6 Freq 0.50000 ns Y
wikipedia 1 0.5 96448 96448.5 Freq 0.50000 ns Y
camping 1 0.5 97892 97892.5 Freq 0.48000 ns Y
demo 1 0.5 99310 99310.5 Freq 0.46000 ns Y
adobe 1 0.5 100199 100199.5 Freq 0.45000 ns Y
pizza 1 0.5 101143 101143.5 Freq 0.44000 ns Y
bizarre 1 0.5 102946 102946.5 Freq 0.43000 ns Y
speculation 1 0.5 103082 103082.5 Freq 0.42000 ns Y
iowa 1 0.5 103118 103118.5 Freq 0.42000 ns Y
tolerance 1 0.5 103195 103195.5 Freq 0.42000 ns Y
las 1 0.5 103963 103963.5 Freq 0.42000 ns Y
moscow 1 0.5 104373 104373.5 Freq 0.41000 ns Y
subscription 1 0.5 104619 104619.5 Freq 0.41000 ns Y
diary 1 0.5 105074 105074.5 Freq 0.40000 ns Y
lesson 2 1.2 264465 264465.8 Freq 0.40000 ns Y
consistency 1 0.5 106020 106020.5 Freq 0.40000 ns Y
tory 1 0.5 106471 106471.5 Freq 0.39000 ns Y
theatre 3 2.0 437631 437632.0 Freq 0.39000 ns Y
hampshire 1 0.5 107030 107030.5 Freq 0.39000 ns Y
pubs 1 0.5 107655 107655.5 Freq 0.38000 ns Y
morality 1 0.5 107666 107666.5 Freq 0.38000 ns Y
jean 1 0.5 107845 107845.5 Freq 0.38000 ns Y
sweden 1 0.5 107887 107887.5 Freq 0.38000 ns Y
pale 1 0.5 108176 108176.5 Freq 0.38000 ns Y
mac 2 1.3 268637 268637.7 Freq 0.37000 ns Y
outlet 1 0.5 108708 108708.5 Freq 0.37000 ns Y
reality 5 3.8 804716 804717.2 Freq 0.37000 ns Y
hebrew 1 0.5 108839 108839.5 Freq 0.37000 ns Y
temple 2 1.3 270144 270144.7 Freq 0.37000 ns Y
mercury 1 0.5 109868 109868.5 Freq 0.36000 ns Y
vaccine 1 0.5 111265 111265.5 Freq 0.35000 ns Y
beta 1 0.5 112472 112472.5 Freq 0.34000 ns Y
trailer 1 0.5 113513 113513.5 Freq 0.33000 ns Y
spending 4 3.0 635238 635239.0 Freq 0.32000 ns Y
weakness 1 0.5 115168 115168.5 Freq 0.32000 ns Y
51 1 0.5 116148 116148.5 Freq 0.31000 ns Y
palestine 1 0.5 116445 116445.5 Freq 0.31000 ns Y
software 7 5.7 1213669 1213670.3 Freq 0.29000 ns Y
hybrid 1 0.6 118476 118476.4 Freq 0.29000 ns Y
newcastle 1 0.6 119766 119766.4 Freq 0.28000 ns Y
knight 1 0.6 120563 120563.4 Freq 0.27000 ns Y
electricity 2 1.4 289060 289060.6 Freq 0.27000 ns Y
stewart 1 0.6 122629 122629.4 Freq 0.26000 ns Y
er 1 0.6 122985 122985.4 Freq 0.26000 ns Y
transparency 1 0.6 123758 123758.4 Freq 0.25000 ns Y
drunk 1 0.6 124908 124908.4 Freq 0.24000 ns Y
grammar 1 0.6 124913 124913.4 Freq 0.24000 ns Y
medal 1 0.6 125081 125081.4 Freq 0.24000 ns Y
easter 1 0.6 125450 125450.4 Freq 0.24000 ns Y
accountability 1 0.6 125498 125498.4 Freq 0.24000 ns Y
toxic 1 0.6 125889 125889.4 Freq 0.24000 ns Y
saturday 4 3.1 665357 665357.9 Freq 0.23000 ns Y
landlord 1 0.6 126904 126904.4 Freq 0.23000 ns Y
brick 1 0.6 127820 127820.4 Freq 0.23000 ns Y
copper 1 0.6 131758 131758.4 Freq 0.20000 ns Y
eve 1 0.6 131800 131800.4 Freq 0.20000 ns Y
trail 2 1.4 306342 306342.6 Freq 0.20000 ns Y
normal 5 4.1 869901 869901.9 Freq 0.20000 ns Y
indians 1 0.6 132559 132559.4 Freq 0.20000 ns Y
beef 1 0.6 133574 133574.4 Freq 0.19000 ns Y
wood 3 2.3 494099 494099.7 Freq 0.19000 ns Y
naked 1 0.6 135175 135175.4 Freq 0.18000 ns Y
diamond 1 0.6 135337 135337.4 Freq 0.18000 ns Y
republican 2 1.5 311857 311857.5 Freq 0.18000 ns Y
telephone 2 1.5 312065 312065.5 Freq 0.18000 ns Y
lease 1 0.6 136964 136964.4 Freq 0.17000 ns Y
revelation 1 0.6 138441 138441.4 Freq 0.17000 ns Y
monday 3 2.4 504228 504228.6 Freq 0.16000 ns Y
washing 1 0.7 140244 140244.3 Freq 0.16000 ns Y
nasa 1 0.7 140395 140395.3 Freq 0.16000 ns Y
farmer 1 0.7 140682 140682.3 Freq 0.15000 ns Y
downtown 1 0.7 141390 141390.3 Freq 0.15000 ns Y
placement 1 0.7 142394 142394.3 Freq 0.15000 ns Y
west 8 7.0 1501810 1501811.0 Freq 0.13000 ns Y
arizona 1 0.7 147472 147472.3 Freq 0.12000 ns Y
spin 1 0.7 148732 148732.3 Freq 0.12000 ns Y
vertical 1 0.7 149657 149657.3 Freq 0.11000 ns Y
muslim 2 1.6 336056 336056.4 Freq 0.11000 ns Y
editorial 1 0.7 151236 151236.3 Freq 0.11000 ns Y
bold 1 0.7 151732 151732.3 Freq 0.11000 ns Y
gross 1 0.7 152530 152530.3 Freq 0.10000 ns Y
acquisition 1 0.7 152959 152959.3 Freq 0.10000 ns Y
butter 1 0.7 153248 153248.3 Freq 0.10000 ns Y
consensus 1 0.7 154409 154409.3 Freq 0.09600 ns Y
mph 1 0.7 154693 154693.3 Freq 0.09500 ns Y
creativity 1 0.7 157087 157087.3 Freq 0.08700 ns Y
communist 1 0.7 158499 158499.3 Freq 0.08200 ns Y
productivity 1 0.7 158512 158512.3 Freq 0.08200 ns Y
brazil 1 0.7 158634 158634.3 Freq 0.08100 ns Y
soldier 1 0.7 158990 158990.3 Freq 0.08000 ns Y
saint 1 0.7 159146 159146.3 Freq 0.08000 ns Y
dealer 1 0.7 159612 159612.3 Freq 0.07800 ns Y
torture 1 0.8 161831 161831.2 Freq 0.07100 ns Y
gulf 1 0.8 163021 163021.2 Freq 0.06800 ns Y
pipe 1 0.8 163762 163762.2 Freq 0.06600 ns Y
disc 1 0.8 166166 166166.2 Freq 0.05900 ns Y
liberal 2 1.7 358772 358772.3 Freq 0.05900 ns Y
suit 2 1.7 360244 360244.3 Freq 0.05600 ns Y
flesh 1 0.8 167330 167330.2 Freq 0.05600 ns Y
tie 1 0.8 167667 167667.2 Freq 0.05500 ns Y
conservative 2 1.7 361864 361864.3 Freq 0.05300 ns Y
journalism 1 0.8 168565 168565.2 Freq 0.05300 ns Y
musical 2 1.7 363390 363390.3 Freq 0.05100 ns Y
leisure 1 0.8 170114 170114.2 Freq 0.04900 ns Y
art 8 7.4 1584220 1584220.6 Freq 0.04700 ns Y
georgia 1 0.8 171005 171005.2 Freq 0.04700 ns Y
tail 1 0.8 171731 171731.2 Freq 0.04500 ns Y
france 3 2.7 568724 568724.3 Freq 0.04200 ns Y
football 3 2.7 569139 569139.3 Freq 0.04200 ns Y
jersey 1 0.8 174438 174438.2 Freq 0.03900 ns Y
java 1 0.8 176364 176364.2 Freq 0.03500 ns Y
photograph 1 0.8 177609 177609.2 Freq 0.03300 ns Y
offensive 1 0.8 177748 177748.2 Freq 0.03200 ns Y
discount 1 0.8 177785 177785.2 Freq 0.03200 ns Y
russian 2 1.8 377951 377951.2 Freq 0.03000 ns Y
operator 1 0.8 179370 179370.2 Freq 0.02900 ns Y
equity 1 0.8 181355 181355.2 Freq 0.02600 ns Y
laptop 1 0.9 182480 182480.1 Freq 0.02400 ns Y
shopping 2 1.8 383499 383499.2 Freq 0.02300 ns Y
hunting 1 0.9 185830 185830.1 Freq 0.01900 ns Y
agents 2 1.8 390165 390165.2 Freq 0.01700 ns Y
masters 1 0.9 190170 190170.1 Freq 0.01300 ns Y
wheels 1 0.9 190755 190755.1 Freq 0.01300 ns Y
mouse 1 0.9 190976 190976.1 Freq 0.01300 ns Y
smart 2 1.8 395489 395489.2 Freq 0.01200 ns Y
metal 2 1.9 398322 398322.1 Freq 0.01000 ns Y
bristol 1 0.9 194592 194592.1 Freq 0.00880 ns Y
korea 1 0.9 195010 195010.1 Freq 0.00840 ns Y
dancing 1 0.9 195054 195054.1 Freq 0.00840 ns Y
fashion 2 1.9 405200 405200.1 Freq 0.00590 ns Y
pope 1 0.9 198687 198687.1 Freq 0.00540 ns Y
hunt 1 0.9 201839 201839.1 Freq 0.00340 ns Y
funny 2 1.9 414886 414886.1 Freq 0.00190 ns Y
amazon 1 1.0 205597 205597.0 Freq 0.00160 ns Y
japan 2 1.9 416808 416808.1 Freq 0.00140 ns Y
january 4 3.9 843651 843651.1 Freq 0.00086 ns Y
mail 2 2.0 419446 419446.0 Freq 0.00082 ns Y
navy 1 1.0 210548 210548.0 Freq 0.00027 ns Y
ian 1 1.0 212783 212783.0 Freq 0.00003 ns Y
glasgow 1 1.0 213317 213317.0 Freq 0.00001 ns Y
tech 1 1.0 214886 214886.0 Freq_encow 0.00002 ns Y
publications 1 1.0 218101 218101.0 Freq_encow 0.00036 ns Y
bands 1 1.0 220614 220614.0 Freq_encow 0.00093 ns Y
desk 1 1.0 224083 224083.0 Freq_encow 0.00210 ns Y
warming 1 1.0 224425 224425.0 Freq_encow 0.00230 ns Y
window 3 3.1 662022 662021.9 Freq_encow 0.00280 ns Y
rice 1 1.1 225741 225740.9 Freq_encow 0.00290 ns Y
sand 1 1.1 228137 228136.9 Freq_encow 0.00420 ns Y
gospel 1 1.1 231701 231700.9 Freq_encow 0.00650 ns Y
engagement 1 1.1 235788 235787.9 Freq_encow 0.00970 ns Y
bottle 1 1.1 236526 236525.9 Freq_encow 0.01000 ns Y
radical 1 1.1 236631 236630.9 Freq_encow 0.01000 ns Y
cooking 1 1.1 240641 240640.9 Freq_encow 0.01400 ns Y
palestinian 1 1.1 241663 241662.9 Freq_encow 0.01500 ns Y
literature 2 2.2 467129 467128.8 Freq_encow 0.01600 ns Y
smile 1 1.1 243179 243178.9 Freq_encow 0.01700 ns Y
flexible 1 1.1 245703 245702.9 Freq_encow 0.02000 ns Y
artist 2 2.2 472479 472478.8 Freq_encow 0.02000 ns Y
asian 1 1.2 247060 247059.8 Freq_encow 0.02200 ns Y
tables 1 1.2 247372 247371.8 Freq_encow 0.02200 ns Y
browser 1 1.2 247982 247981.8 Freq_encow 0.02300 ns Y
afghanistan 1 1.2 248884 248883.8 Freq_encow 0.02400 ns Y
rock 3 3.3 701706 701705.7 Freq_encow 0.02400 ns Y
beautiful 4 4.3 930135 930134.7 Freq_encow 0.02800 ns Y
minority 1 1.2 252294 252293.8 Freq_encow 0.02900 ns Y
raw 1 1.2 252365 252364.8 Freq_encow 0.02900 ns Y
selling 2 2.3 496684 496683.7 Freq_encow 0.04700 ns Y
depression 1 1.2 266246 266245.8 Freq_encow 0.05100 ns Y
script 1 1.2 266568 266567.8 Freq_encow 0.05200 ns Y
physics 1 1.2 267425 267424.8 Freq_encow 0.05400 ns Y
copyright 1 1.3 267952 267951.7 Freq_encow 0.05500 ns Y
railway 1 1.3 268206 268205.7 Freq_encow 0.05500 ns Y
economics 1 1.3 269289 269288.7 Freq_encow 0.05700 ns Y
dress 1 1.3 270386 270385.7 Freq_encow 0.05900 ns Y
random 1 1.3 271485 271484.7 Freq_encow 0.06100 ns Y
crazy 1 1.3 272030 272029.7 Freq_encow 0.06200 ns Y
prayer 1 1.3 272070 272069.7 Freq_encow 0.06200 ns Y
worker 1 1.3 272199 272198.7 Freq_encow 0.06300 ns Y
programming 1 1.3 274220 274219.7 Freq_encow 0.06700 ns Y
tower 1 1.3 274511 274510.7 Freq_encow 0.06700 ns Y
tv 4 4.6 974753 974752.4 Freq_encow 0.07000 ns Y
truth 4 4.6 986170 986169.4 Freq_encow 0.08400 ns Y
television 2 2.4 522462 522461.6 Freq_encow 0.08500 ns Y
italian 1 1.3 287010 287009.7 Freq_encow 0.09500 ns Y
square 2 2.5 529468 529467.5 Freq_encow 0.09700 ns Y
plane 1 1.3 288226 288225.7 Freq_encow 0.09800 ns Y
hot 3 3.6 765271 765270.4 Freq_encow 0.09800 ns Y
cancer 3 3.6 767196 767195.4 Freq_encow 0.10000 ns Y
consumption 1 1.4 289899 289898.6 Freq_encow 0.10000 ns Y
dark 3 3.6 770244 770243.4 Freq_encow 0.11000 ns Y
shooting 1 1.4 293160 293159.6 Freq_encow 0.11000 ns Y
mid 1 1.4 296366 296365.6 Freq_encow 0.12000 ns Y
gallery 1 1.4 296947 296946.6 Freq_encow 0.12000 ns Y
reserve 1 1.4 297813 297812.6 Freq_encow 0.12000 ns Y
saving 1 1.4 298203 298202.6 Freq_encow 0.12000 ns Y
aid 2 2.6 548526 548525.4 Freq_encow 0.13000 ns Y
album 2 2.6 550294 550293.4 Freq_encow 0.14000 ns Y
privacy 1 1.4 303885 303884.6 Freq_encow 0.14000 ns Y
bedroom 1 1.4 305554 305553.6 Freq_encow 0.14000 ns Y
east 5 5.9 1261853 1261852.1 Freq_encow 0.14000 ns Y
gap 1 1.4 305770 305769.6 Freq_encow 0.14000 ns Y
fast 3 3.7 798115 798114.3 Freq_encow 0.15000 ns Y
architecture 1 1.4 309254 309253.6 Freq_encow 0.15000 ns Y
apple 2 2.6 563414 563413.4 Freq_encow 0.17000 ns Y
drinking 1 1.5 314992 314991.5 Freq_encow 0.17000 ns Y
florida 1 1.5 318459 318458.5 Freq_encow 0.18000 ns Y
chicago 1 1.5 321002 321001.5 Freq_encow 0.19000 ns Y
speaker 1 1.5 321345 321344.5 Freq_encow 0.19000 ns Y
outcome 1 1.5 322576 322575.5 Freq_encow 0.19000 ns Y
interface 1 1.5 323477 323476.5 Freq_encow 0.20000 ns Y
cash 2 2.7 578262 578261.3 Freq_encow 0.20000 ns Y
castle 1 1.5 325057 325056.5 Freq_encow 0.20000 ns Y
bob 1 1.5 325182 325181.5 Freq_encow 0.20000 ns Y
sale 2 2.7 582143 582142.3 Freq_encow 0.21000 ns Y
hill 2 2.7 584307 584306.3 Freq_encow 0.22000 ns Y
heaven 1 1.6 332613 332612.4 Freq_encow 0.23000 ns Y
roman 1 1.6 333813 333812.4 Freq_encow 0.23000 ns Y
lucky 1 1.6 334274 334273.4 Freq_encow 0.23000 ns Y
ordinary 1 1.6 334352 334351.4 Freq_encow 0.23000 ns Y
chain 1 1.6 335132 335131.4 Freq_encow 0.23000 ns Y
depth 1 1.6 336006 336005.4 Freq_encow 0.24000 ns Y
profit 1 1.6 337325 337324.4 Freq_encow 0.24000 ns Y
entertainment 1 1.6 341662 341661.4 Freq_encow 0.26000 ns Y
lie 1 1.6 342443 342442.4 Freq_encow 0.26000 ns Y
constitution 1 1.6 345034 345033.4 Freq_encow 0.27000 ns Y
library 3 4.0 854514 854513.0 Freq_encow 0.27000 ns Y
newspaper 1 1.6 345903 345902.4 Freq_encow 0.27000 ns Y
lunch 1 1.6 347767 347766.4 Freq_encow 0.28000 ns Y
sad 1 1.6 349359 349358.4 Freq_encow 0.28000 ns Y
flying 1 1.6 349441 349440.4 Freq_encow 0.29000 ns Y
permanent 1 1.6 350797 350796.4 Freq_encow 0.29000 ns Y
soil 1 1.6 351538 351537.4 Freq_encow 0.29000 ns Y
decade 1 1.7 355615 355614.3 Freq_encow 0.31000 ns Y
magic 1 1.7 356051 356050.3 Freq_encow 0.31000 ns Y
studio 1 1.7 356344 356343.3 Freq_encow 0.31000 ns Y
formal 1 1.7 358221 358220.3 Freq_encow 0.32000 ns Y
cd 1 1.7 363984 363983.3 Freq_encow 0.34000 ns Y
extreme 1 1.7 365163 365162.3 Freq_encow 0.34000 ns Y
poor 4 5.3 1132658 1132656.7 Freq_encow 0.35000 ns Y
democracy 1 1.7 367456 367455.3 Freq_encow 0.35000 ns Y
menu 1 1.7 369606 369605.3 Freq_encow 0.36000 ns Y
rich 2 3.0 641762 641761.0 Freq_encow 0.38000 ns Y
race 3 4.2 898861 898859.8 Freq_encow 0.38000 ns Y
ring 1 1.8 375245 375244.2 Freq_encow 0.38000 ns Y
app 1 1.8 379590 379589.2 Freq_encow 0.40000 ns Y
scotland 2 3.0 650195 650194.0 Freq_encow 0.40000 ns Y
governments 1 1.8 382596 382595.2 Freq_encow 0.41000 ns Y
fees 1 1.8 384967 384966.2 Freq_encow 0.42000 ns Y
texas 1 1.8 387203 387202.2 Freq_encow 0.43000 ns Y
email 3 4.3 917862 917860.7 Freq_encow 0.43000 ns Y
edition 1 1.8 393700 393699.2 Freq_encow 0.46000 ns Y
gun 1 1.8 395777 395776.2 Freq_encow 0.47000 ns Y
quiet 1 1.8 395847 395846.2 Freq_encow 0.47000 ns Y
push 1 1.9 396856 396855.1 Freq_encow 0.47000 ns Y
russia 1 1.9 397781 397780.1 Freq_encow 0.48000 ns Y
strong 5 6.7 1435892 1435890.3 Freq_encow 0.48000 ns Y
graduate 1 1.9 402279 402278.1 Freq_encow 0.50000 ns Y
usa 1 1.9 403585 403584.1 Freq_encow 0.50000 ns Y
movement 3 4.4 950216 950214.6 Freq_encow 0.53000 ns Y
reporting 1 1.9 409293 409292.1 Freq_encow 0.53000 ns Y
straight 2 3.2 689998 689996.8 Freq_encow 0.54000 ns Y
girl 2 3.3 698502 698500.7 Freq_encow 0.57000 ns Y
street 5 6.9 1474901 1474899.1 Freq_encow 0.58000 ns Y
visual 1 2.0 423678 423677.0 Freq_encow 0.59000 ns Y
strange 1 2.0 425513 425512.0 Freq_encow 0.60000 ns Y
finance 1 2.0 426014 426013.0 Freq_encow 0.60000 ns Y
channel 1 2.0 426378 426377.0 Freq_encow 0.61000 ns Y
bear 1 2.0 429029 429028.0 Freq_encow 0.62000 ns Y
mode 1 2.0 429050 429049.0 Freq_encow 0.62000 ns Y
media 6 8.2 1748323 1748320.8 Freq_encow 0.64000 ns Y
obama 2 3.3 716895 716893.7 Freq_encow 0.64000 ns Y
afternoon 1 2.0 437887 437886.0 Freq_encow 0.66000 ns Y
queen 1 2.1 440271 440269.9 Freq_encow 0.67000 ns Y
electronic 1 2.1 440804 440802.9 Freq_encow 0.67000 ns Y
click 2 3.4 731194 731192.6 Freq_encow 0.69000 ns Y
reader 1 2.1 445175 445173.9 Freq_encow 0.70000 ns Y
distribution 1 2.1 448351 448349.9 Freq_encow 0.71000 ns Y
pool 1 2.1 452455 452453.9 Freq_encow 0.73000 ns Y
america 4 6.0 1280315 1280313.0 Freq_encow 0.75000 ns Y
editor 1 2.1 455582 455580.9 Freq_encow 0.75000 ns Y
freedom 2 3.5 750426 750424.5 Freq_encow 0.77000 ns Y
co 1 2.2 461281 461279.8 Freq_encow 0.78000 ns Y
classic 1 2.2 468787 468785.8 Freq_encow 0.81000 ns Y
dream 1 2.2 468972 468970.8 Freq_encow 0.81000 ns Y
flat 1 2.2 470206 470204.8 Freq_encow 0.82000 ns Y
colour 1 2.2 471131 471129.8 Freq_encow 0.82000 ns Y
ship 1 2.2 471532 471530.8 Freq_encow 0.83000 ns Y
young 8 10.9 2337814 2337811.1 Freq_encow 0.87000 ns Y
guy 2 3.6 781167 781165.4 Freq_encow 0.89000 ns Y
novel 1 2.3 486567 486565.7 Freq_encow 0.90000 ns Y
warm 1 2.3 487725 487723.7 Freq_encow 0.91000 ns Y
magazine 1 2.3 490647 490645.7 Freq_encow 0.93000 ns Y
creation 1 2.3 492851 492849.7 Freq_encow 0.94000 ns Y
buying 1 2.3 494564 494562.7 Freq_encow 0.95000 ns Y
comment 2 3.7 798311 798309.3 Freq_encow 0.97000 ns Y
sleep 1 2.3 500879 500877.7 Freq_encow 0.98000 ns Y
china 2 3.8 809817 809815.2 Freq_encow 1.02000 ns Y
inside 3 5.1 1092094 1092091.9 Freq_encow 1.02000 ns Y
driver 1 2.4 508299 508297.6 Freq_encow 1.02000 ns Y
iraq 1 2.4 510531 510529.6 Freq_encow 1.03000 ns Y
male 1 2.4 513553 513551.6 Freq_encow 1.05000 ns Y
bbc 1 2.4 517001 516999.6 Freq_encow 1.07000 ns Y
mary 1 2.4 519142 519140.6 Freq_encow 1.08000 ns Y
stone 1 2.4 520777 520775.6 Freq_encow 1.09000 ns Y
voice 2 3.9 832950 832948.1 Freq_encow 1.12000 ns Y
boys 1 2.5 528509 528507.5 Freq_encow 1.13000 ns Y
exchange 1 2.5 530407 530405.5 Freq_encow 1.14000 ns Y
farm 1 2.5 530771 530769.5 Freq_encow 1.14000 ns Y
cup 1 2.5 534879 534877.5 Freq_encow 1.17000 ns Y
youth 1 2.5 544774 544772.5 Freq_encow 1.22000 ns Y
owner 1 2.6 554292 554290.4 Freq_encow 1.28000 ns Y
yesterday 1 2.6 555937 555935.4 Freq_encow 1.29000 ns Y
degree 2 4.1 870995 870992.9 Freq_encow 1.30000 ns Y
skin 1 2.6 565006 565004.4 Freq_encow 1.34000 ns Y
brand 1 2.6 565332 565330.4 Freq_encow 1.34000 ns Y
color 1 2.7 568317 568315.3 Freq_encow 1.36000 ns Y
creative 1 2.7 572242 572240.3 Freq_encow 1.38000 ns Y
fuel 1 2.7 572320 572318.3 Freq_encow 1.38000 ns Y
africa 1 2.7 588080 588078.3 Freq_encow 1.47000 ns Y
german 1 2.8 589964 589962.2 Freq_encow 1.49000 ns Y
stock 1 2.8 591379 591377.2 Freq_encow 1.49000 ns Y
core 1 2.8 592762 592760.2 Freq_encow 1.50000 ns Y
india 1 2.8 594147 594145.2 Freq_encow 1.51000 ns Y
holiday 1 2.8 594572 594570.2 Freq_encow 1.51000 ns Y
e-?mail 3 5.7 1212700 1212697.3 Freq_encow 1.52000 ns Y
politics 1 2.8 598593 598591.2 Freq_encow 1.54000 ns Y
winter 1 2.8 600062 600060.2 Freq_encow 1.55000 ns Y
boy 1 2.8 609644 609642.2 Freq_encow 1.60000 ns Y
violence 1 2.9 610213 610211.1 Freq_encow 1.61000 ns Y
search 3 5.8 1235950 1235947.2 Freq_encow 1.62000 ns Y
basic 2 4.4 943218 943215.6 Freq_encow 1.66000 ns Y
church 5 8.5 1818116 1818112.5 Freq_encow 1.69000 ns Y
c 4 7.2 1548951 1548947.8 Freq_encow 1.73000 ns Y
blog 2 4.5 971381 971378.5 Freq_encow 1.80000 ns Y
billion 1 3.0 642093 642091.0 Freq_encow 1.80000 ns Y
europe 2 4.6 975485 975482.4 Freq_encow 1.82000 ns Y
perfect 2 4.6 978367 978364.4 Freq_encow 1.84000 ns Y
competition 1 3.0 650932 650930.0 Freq_encow 1.86000 ns Y
essential 1 3.1 652933 652930.9 Freq_encow 1.87000 ns Y
client 1 3.1 655912 655909.9 Freq_encow 1.89000 ns Y
february 1 3.1 667772 667769.9 Freq_encow 1.97000 ns Y
cars 1 3.1 673117 673114.9 Freq_encow 2.00000 ns Y
easier 1 3.2 677245 677242.8 Freq_encow 2.03000 ns Y
baby 1 3.2 680608 680605.8 Freq_encow 2.05000 ns Y
opening 1 3.2 681140 681137.8 Freq_encow 2.05000 ns Y
reference 1 3.2 682251 682248.8 Freq_encow 2.06000 ns Y
party 5 8.9 1912479 1912475.1 Freq_encow 2.07000 ns Y
washington 1 3.3 696550 696547.7 Freq_encow 2.15000 ns Y
shop 1 3.3 700071 700068.7 Freq_encow 2.17000 ns Y
actual 1 3.3 712040 712037.7 Freq_encow 2.25000 ns Y
memory 1 3.3 714924 714921.7 Freq_encow 2.27000 ns Y
summer 2 5.0 1077751 1077748.0 Freq_encow 2.38000 ns Y
hall 1 3.4 733314 733311.6 Freq_encow 2.39000 ns Y
small 10 15.7 3367848 3367842.3 Freq_encow 2.41000 ns Y
official 1 3.5 741152 741149.5 Freq_encow 2.44000 ns Y
august 1 3.5 748379 748376.5 Freq_encow 2.49000 ns Y
climate 1 3.5 752370 752367.5 Freq_encow 2.52000 ns Y
excellent 2 5.2 1105921 1105917.8 Freq_encow 2.54000 ns Y
labour 1 3.6 775685 775682.4 Freq_encow 2.68000 ns Y
seeing 1 3.6 780073 780070.4 Freq_encow 2.70000 ns Y
success 2 5.4 1145337 1145333.6 Freq_encow 2.77000 ns Y
press 2 5.4 1145579 1145575.6 Freq_encow 2.77000 ns Y
deep 1 3.7 790138 790135.3 Freq_encow 2.77000 ns Y
disease 1 3.7 793953 793950.3 Freq_encow 2.80000 ns Y
page 4 8.4 1790852 1790847.6 Freq_encow 2.84000 ns Y
movie 1 3.7 799797 799794.3 Freq_encow 2.84000 ns Y
south 4 8.4 1792539 1792534.6 Freq_encow 2.84000 ns Y
store 1 3.8 811790 811787.2 Freq_encow 2.92000 ns Y
break 1 3.8 822006 822003.2 Freq_encow 2.99000 ns Y
windows 1 3.9 832091 832088.1 Freq_encow 3.06000 ns Y
digital 1 3.9 832890 832887.1 Freq_encow 3.07000 ns Y
majority 1 3.9 834687 834684.1 Freq_encow 3.08000 ns Y
speak 1 3.9 835123 835120.1 Freq_encow 3.08000 ns Y
lines 1 3.9 837761 837758.1 Freq_encow 3.10000 ns Y
river 1 3.9 839784 839781.1 Freq_encow 3.12000 ns Y
wall 1 3.9 844514 844511.1 Freq_encow 3.15000 ns Y
loss 1 4.0 848207 848204.0 Freq_encow 3.17000 ns Y
justice 1 4.0 854315 854312.0 Freq_encow 3.22000 ns Y
video 2 5.7 1221354 1221350.3 Freq_encow 3.22000 ns Y
base 1 4.1 867295 867291.9 Freq_encow 3.31000 ns Y
october 1 4.1 867412 867408.9 Freq_encow 3.31000 ns Y
phone 2 5.8 1235886 1235882.2 Freq_encow 3.31000 ns Y
card 1 4.1 869299 869295.9 Freq_encow 3.32000 ns Y
release 1 4.1 882871 882867.9 Freq_encow 3.42000 ns Y
positive 1 4.2 894681 894677.8 Freq_encow 3.50000 ns Y
theory 1 4.3 914229 914225.7 Freq_encow 3.64000 ns Y
games 2 6.1 1303729 1303724.9 Freq_encow 3.73000 ns Y
september 1 4.3 929100 929096.7 Freq_encow 3.75000 ns Y
box 1 4.3 930476 930472.7 Freq_encow 3.76000 ns Y
hour 1 4.4 932576 932572.6 Freq_encow 3.77000 ns Y
money 8 14.9 3193983 3193976.1 Freq_encow 3.89000
Y
online 3 7.8 1679692 1679687.2 Freq_encow 3.93000
Y
june 1 4.6 981470 981466.4 Freq_encow 4.13000
Y
benefit 1 4.6 992058 992054.4 Freq_encow 4.21000
Y
1 4.6 992283 992279.4 Freq_encow 4.21000
Y
plan 3 8.2 1755031 1755025.8 Freq_encow 4.37000
Y
paper 2 6.6 1407205 1407200.4 Freq_encow 4.40000
Y
link 1 4.8 1027589 1027585.2 Freq_encow 4.47000
Y
news 3 8.3 1771322 1771316.7 Freq_encow 4.47000
Y
king 1 4.8 1033914 1033910.2 Freq_encow 4.52000
Y
analysis 1 4.9 1039751 1039747.1 Freq_encow 4.56000
Y
culture 1 4.9 1049659 1049655.1 Freq_encow 4.63000
Y
cover 1 5.0 1061137 1061133.0 Freq_encow 4.72000
Y
giving 1 5.1 1082753 1082748.9 Freq_encow 4.88000
Y
playing 1 5.1 1093860 1093855.9 Freq_encow 4.96000
Y
wrong 2 7.0 1495595 1495590.0 Freq_encow 4.98000
Y
march 1 5.1 1098588 1098583.9 Freq_encow 5.00000
Y
writing 2 7.0 1508102 1508097.0 Freq_encow 5.06000
Y
attention 1 5.2 1107102 1107097.8 Freq_encow 5.06000
Y
knowledge 2 7.1 1516393 1516387.9 Freq_encow 5.12000
Y
stage 1 5.2 1118463 1118458.8 Freq_encow 5.15000
Y
planning 1 5.3 1136097 1136092.7 Freq_encow 5.28000
Y
bank 1 5.3 1137505 1137500.7 Freq_encow 5.29000
Y
england 1 5.3 1138730 1138725.7 Freq_encow 5.30000
Y
production 1 5.3 1144467 1144462.7 Freq_encow 5.35000
Y
fire 1 5.3 1144650 1144645.7 Freq_encow 5.35000
Y
drive 1 5.4 1155811 1155806.6 Freq_encow 5.43000
Y
word 2 7.5 1596427 1596421.5 Freq_encow 5.66000
Y
women 5 12.4 2646059 2646051.6 Freq_encow 5.69000
Y
modern 1 5.6 1194997 1194992.4 Freq_encow 5.73000
Y
york 1 5.6 1198745 1198740.4 Freq_encow 5.76000
Y
computer 1 5.7 1210071 1210066.3 Freq_encow 5.85000
Y
real 5 12.5 2678722 2678714.5 Freq_encow 5.87000
Y
x 1 5.8 1238703 1238698.2 Freq_encow 6.07000
Y
music 3 9.7 2066559 2066552.3 Freq_encow 6.31000
Y
center 1 5.9 1271208 1271203.1 Freq_encow 6.32000
Y
class 2 8.0 1705220 1705214.0 Freq_encow 6.42000
Y
application 1 6.0 1289879 1289874.0 Freq_encow 6.47000
Y
content 1 6.0 1294757 1294752.0 Freq_encow 6.51000
Y
natural 1 6.3 1354182 1354176.7 Freq_encow 6.97000 ** Y
nice 1 6.3 1358243 1358237.7 Freq_encow 7.00000 ** Y
college 1 6.4 1361161 1361155.6 Freq_encow 7.03000 ** Y
tax 1 6.4 1373418 1373412.6 Freq_encow 7.12000 ** Y
english 1 6.5 1387000 1386994.5 Freq_encow 7.23000 ** Y
add 1 6.5 1392105 1392099.5 Freq_encow 7.27000 ** Y
talk 1 6.5 1397716 1397710.5 Freq_encow 7.32000 ** Y
third 1 6.6 1412251 1412245.4 Freq_encow 7.43000 ** Y
film 2 8.7 1855499 1855492.3 Freq_encow 7.49000 ** Y
website 1 6.7 1436267 1436261.3 Freq_encow 7.62000 ** Y
men 3 10.7 2279981 2279973.3 Freq_encow 7.72000 ** Y
building 2 8.9 1908208 1908201.1 Freq_encow 7.87000 ** Y
private 1 6.9 1480548 1480542.1 Freq_encow 7.98000 ** Y
school 8 18.9 4038221 4038210.1 Freq_encow 8.04000 ** Y
stop 1 7.0 1490144 1490138.0 Freq_encow 8.05000 ** Y
food 3 11.1 2371496 2371487.9 Freq_encow 8.34000 ** Y
learning 1 7.2 1534302 1534295.8 Freq_encow 8.41000 ** Y
property 1 7.2 1543991 1543984.8 Freq_encow 8.49000 ** Y
section 1 7.2 1546987 1546980.8 Freq_encow 8.51000 ** Y
individual 1 7.2 1547380 1547373.8 Freq_encow 8.51000 ** Y
b 1 7.3 1551919 1551912.7 Freq_encow 8.55000 ** Y
web 1 7.3 1565078 1565071.7 Freq_encow 8.66000 ** Y
friends 1 7.5 1600169 1600162.5 Freq_encow 8.94000 ** Y
death 1 7.7 1644315 1644308.3 Freq_encow 9.30000 ** Y
police 1 7.8 1662495 1662488.2 Freq_encow 9.45000 ** Y
market 2 10.0 2138532 2138524.0 Freq_encow 9.57000 ** Y
age 1 8.0 1704913 1704906.0 Freq_encow 9.80000 ** Y
words 1 8.1 1730564 1730556.9 Freq_encow 10.01000 ** Y
american 2 10.4 2219377 2219368.6 Freq_encow 10.18000 ** Y
million 1 8.5 1814950 1814942.5 Freq_encow 10.70000 ** Y
future 2 10.9 2322307 2322298.1 Freq_encow 10.96000 *** Y
history 2 10.9 2324669 2324660.1 Freq_encow 10.98000 *** Y
everything 1 8.7 1866926 1866918.3 Freq_encow 11.13000 *** Y
reason 1 8.7 1868271 1868263.3 Freq_encow 11.14000 *** Y
london 1 8.7 1869957 1869949.3 Freq_encow 11.16000 *** Y
light 1 9.2 1960921 1960912.8 Freq_encow 11.91000 *** Y
city 3 13.5 2893353 2893342.5 Freq_encow 12.04000 *** Y
quality 1 9.4 2005063 2005054.6 Freq_encow 12.28000 *** Y
court 1 9.7 2086240 2086231.3 Freq_encow 12.96000 *** Y
education 1 9.9 2116796 2116787.1 Freq_encow 13.22000 *** Y
room 1 9.9 2117685 2117676.1 Freq_encow 13.23000 *** Y
job 1 10.0 2136248 2136239.0 Freq_encow 13.38000 *** Y
left 3 14.5 3095876 3095864.5 Freq_encow 13.53000 *** Y
family 3 14.8 3162075 3162063.2 Freq_encow 14.02000 *** Y
book 3 14.9 3188390 3188378.1 Freq_encow 14.22000 *** Y
story 1 10.5 2243894 2243884.5 Freq_encow 14.30000 *** Y
car 1 10.6 2276724 2276714.4 Freq_encow 14.57000 *** Y
line 1 10.6 2278168 2278158.4 Freq_encow 14.59000 *** Y
war 1 10.8 2321389 2321379.2 Freq_encow 14.95000 *** Y
show 2 13.9 2979445 2979433.1 Freq_encow 16.12000 **** Y
data 2 14.1 3013370 3013357.9 Freq_encow 16.40000 **** Y
large 1 12.6 2687826 2687814.4 Freq_encow 18.10000 **** Y
business 3 18.0 3858967 3858952.0 Freq_encow 19.37000 **** Y
s 1 13.6 2901811 2901798.4 Freq_encow 19.95000 ***** Y
national 1 13.6 2920410 2920397.4 Freq_encow 20.11000 ***** Y
old 2 16.2 3476675 3476660.8 Freq_encow 20.17000 ***** Y
power 1 13.7 2934843 2934830.3 Freq_encow 20.24000 ***** Y
water 1 13.9 2970655 2970642.1 Freq_encow 20.55000 ***** Y
free 1 14.1 3022459 3022445.9 Freq_encow 21.00000 ***** Y
today 1 14.1 3023597 3023583.9 Freq_encow 21.01000 ***** Y
love 1 14.2 3041759 3041745.8 Freq_encow 21.17000 ***** Y
state 3 19.5 4172106 4172089.5 Freq_encow 21.84000 ***** Y
high 2 17.2 3686411 3686395.8 Freq_encow 21.90000 ***** Y
change 1 14.9 3180099 3180085.1 Freq_encow 22.38000 ***** Y
god 1 14.9 3187277 3187263.1 Freq_encow 22.44000 ***** Y
house 1 14.9 3198974 3198960.1 Freq_encow 22.54000 ***** Y
research 1 15.8 3386658 3386643.2 Freq_encow 24.19000 ***** Y
put 1 16.9 3615449 3615433.1 Freq_encow 26.21000 ***** Y
service 1 17.1 3668029 3668012.9 Freq_encow 26.67000 ***** Y
right 5 27.0 5780270 5780248.0 Freq_encow 27.29000 ***** Y
something 2 20.5 4391820 4391801.5 Freq_encow 27.83000 ***** Y
government 1 19.9 4264240 4264221.1 Freq_encow 31.97000 ***** Y
home 1 20.7 4423720 4423700.3 Freq_encow 33.39000 ***** Y
good 8 40.7 8700926 8700893.3 Freq_encow 39.61000 ***** Y
going 1 24.7 5282442 5282418.3 Freq_encow 41.12000 ***** Y
life 1 24.9 5320696 5320672.1 Freq_encow 41.46000 ***** Y
great 1 26.4 5644831 5644805.6 Freq_encow 44.39000 ***** Y
new 16 60.6 12976361 12976316.4 Freq_encow 47.22000 ***** Y
day 1 28.0 6002348 6002321.0 Freq_encow 47.64000 ***** Y
back 1 33.1 7081252 7081219.9 Freq_encow 57.48000 ***** Y
years 2 38.9 8326566 8326529.1 Freq_encow 62.34000 ***** Y
may 2 46.7 10003041 10002996.3 Freq_encow 77.46000 ***** Y
first 2 47.8 10222890 10222844.2 Freq_encow 79.45000 ***** Y
people 2 66.0 14127591 14127527.0 Freq_encow 115.24000 ***** Y
time 2 66.2 14168561 14168496.8 Freq_encow 115.62000 ***** Y
up 2 74.7 15981262 15981189.3 Freq_encow 132.43000 ***** Y
more 4 92.8 19854784 19854695.2 Freq_encow 154.73000 ***** Y
is 1 496.3 106222300 106221804.7 Freq_encow 1057.63000 ***** Y

Covarying collexeme analysis

d %>% select(head_x, head_y) %>% as.data.frame %>% collex.covar %>% pretty_df() %>% kbl() %>%  
   kable_material(c("striped", "hover")) %>% scroll_box(width = "800px", height = "200px")
SLOT1 SLOT2 fS1 fS2 OBS EXP ASSOC COLL.STR.LOGL SIGNIF
small big 77 75 75 1.5 attr 720.6500 *****
data oil 51 57 37 0.8 attr 283.6600 *****
blog resume 23 28 20 0.2 attr 198.9800 *****
transparency objectivity 19 14 14 0.1 attr 163.3000 *****
muslims jews 18 29 15 0.1 attr 139.9900 *****
green red 91 33 23 0.8 attr 138.3600 *****
old new 23 16 13 0.1 attr 126.9900 *****
strong skinny 11 13 10 0.0 attr 118.2800 *****
quiet loud 8 8 8 0.0 attr 114.8000 *****
nra kkk 9 12 9 0.0 attr 113.5300 *****
thursday friday 13 20 11 0.1 attr 112.1500 *****
big small 8 10 8 0.0 attr 104.7900 *****
service marketing 15 26 11 0.1 attr 98.0400 *****
google microsoft 27 21 12 0.1 attr 96.7400 *****
bad good 7 8 7 0.0 attr 96.2900 *****
disk tape 7 8 7 0.0 attr 96.2900 *****
black white 67 20 14 0.3 attr 92.2500 *****
x y 10 7 7 0.0 attr 90.1000 *****
atoms bits 6 6 6 0.0 attr 89.5500 *****
kindergarten grade 6 6 6 0.0 attr 89.5500 *****
java cobol 6 7 6 0.0 attr 83.8100 *****
mfa mba 6 7 6 0.0 attr 83.8100 *****
hardware software 6 7 6 0.0 attr 83.8100 *****
time money 6 8 6 0.0 attr 80.5600 *****
water oil 15 57 11 0.2 attr 77.6100 *****
comedy rock’n’roll 10 87 10 0.2 attr 76.9600 *****
cameron blair 5 5 5 0.0 attr 76.4500 *****
brown black 32 622 27 5.2 attr 73.3600 *****
jews nazis 11 23 8 0.1 attr 72.2100 *****
local organic 6 5 5 0.0 attr 71.0500 *****
green black 91 622 49 14.7 attr 70.1300 *****
sitting smoking 6 15 6 0.0 attr 69.3600 *****
old young 23 8 7 0.0 attr 68.0300 *****
white black 52 622 34 8.4 attr 64.4700 *****
less more 4 4 4 0.0 attr 62.9500 *****
facebook aol 27 6 6 0.0 attr 60.9500 *****
truth speech 7 7 5 0.0 attr 59.7000 *****
men women 13 5 5 0.0 attr 59.1300 *****
brainy sexy 6 31 6 0.0 attr 59.0900 *****
marketing seo 13 10 6 0.0 attr 58.1600 *****
abnormal normal 4 5 4 0.0 attr 57.9400 *****
weak strong 4 5 4 0.0 attr 57.9400 *****
chefs stars 5 20 5 0.0 attr 53.9600 *****
gay black 20 622 18 3.2 attr 53.7300 *****
wow golf 5 21 5 0.0 attr 53.4000 *****
android symbian 7 4 4 0.0 attr 53.3900 *****
china america 8 4 4 0.0 attr 51.8600 *****
sex kiss 8 4 4 0.0 attr 51.8600 *****
orange pink 15 27 7 0.1 attr 50.7700 *****
left right 6 5 4 0.0 attr 50.3100 *****
masters bachelors 3 3 3 0.0 attr 48.9400 *****
let var 3 3 3 0.0 attr 48.9400 *****
iran germany 5 7 4 0.0 attr 48.3800 *****
cycling golf 6 21 5 0.0 attr 48.0000 *****
smart sexy 9 31 6 0.1 attr 47.6700 *****
college school 5 8 4 0.0 attr 46.8600 *****
atheism gay 10 13 5 0.0 attr 45.2900 *****
islam communism 12 11 5 0.0 attr 45.0200 *****
grey black 27 622 20 4.4 attr 44.9400 *****
relationships backlinks 3 4 3 0.0 attr 44.4400 *****
slow fast 4 3 3 0.0 attr 44.4400 *****
gray black 21 622 17 3.4 attr 43.2800 *****
warcraft golf 4 21 4 0.0 attr 42.5000 *****
timber concrete 3 5 3 0.0 attr 42.2100 *****
ram disk 3 5 3 0.0 attr 42.2100 *****
emo goth 3 5 3 0.0 attr 42.2100 *****
israelis nazis 4 23 4 0.0 attr 41.6900 *****
culture prohibition 6 3 3 0.0 attr 40.6200 *****
beer wine 3 6 3 0.0 attr 40.6200 *****
google pages 27 4 4 0.0 attr 40.3000 *****
zombies vampires 8 9 4 0.0 attr 39.5000 *****
women men 7 3 3 0.0 attr 39.3800 *****
fake real 4 5 3 0.0 attr 37.7100 *****
perception reality 4 5 3 0.0 attr 37.7100 *****
saving spending 5 4 3 0.0 attr 37.7100 *****
pale tan 4 5 3 0.0 attr 37.7100 *****
apple microsoft 12 21 5 0.1 attr 37.1600 *****
atheism fundamentalism 10 3 3 0.0 attr 36.7200 *****
food sex 14 19 5 0.1 attr 36.3700 *****
ugly beautiful 6 4 3 0.0 attr 36.1200 *****
tea coffee 6 4 3 0.0 attr 36.1200 *****
white silver 52 12 6 0.2 attr 35.8700 *****
west east 5 5 3 0.0 attr 35.4800 *****
apple sony 12 3 3 0.0 attr 35.4400 *****
islam fascism 12 9 4 0.0 attr 35.3300 *****
gold platinum 7 4 3 0.0 attr 34.8800 *****
blogging essay 14 3 3 0.0 attr 34.3900 *****
scientist american 2 2 2 0.0 attr 34.2500 *****
bronte austen 2 2 2 0.0 attr 34.2500 *****
strokes bullets 2 2 2 0.0 attr 34.2500 *****
ledger damon 2 2 2 0.0 attr 34.2500 *****
metadata data 2 2 2 0.0 attr 34.2500 *****
mccain dole 2 2 2 0.0 attr 34.2500 *****
good excellent 2 2 2 0.0 attr 34.2500 *****
samarra fallujah 2 2 2 0.0 attr 34.2500 *****
davies ferdinand 2 2 2 0.0 attr 34.2500 *****
third first 2 2 2 0.0 attr 34.2500 *****
individualism hellenism 2 2 2 0.0 attr 34.2500 *****
clarendon helvetica 2 2 2 0.0 attr 34.2500 *****
geography history 2 2 2 0.0 attr 34.2500 *****
april may 2 2 2 0.0 attr 34.2500 *****
debaters missionaries 2 2 2 0.0 attr 34.2500 *****
self-promotion modesty 2 2 2 0.0 attr 34.2500 *****
hairspray musical 2 2 2 0.0 attr 34.2500 *****
tweet pitch 2 2 2 0.0 attr 34.2500 *****
marketers publishers 2 2 2 0.0 attr 34.2500 *****
fridays saturdays 2 2 2 0.0 attr 34.2500 *****
e-bikes scooters 2 2 2 0.0 attr 34.2500 *****
hd sd 2 2 2 0.0 attr 34.2500 *****
nobodies somebodies 2 2 2 0.0 attr 34.2500 *****
shouting spanking 2 2 2 0.0 attr 34.2500 *****
mooc textbook 2 2 2 0.0 attr 34.2500 *****
digits widgets 2 2 2 0.0 attr 34.2500 *****
ufc wwe 2 2 2 0.0 attr 34.2500 *****
black black 67 622 31 10.8 attr 33.9700 *****
ahmadinejad hitler 3 16 3 0.0 attr 33.5000 *****
sugar tobacco 4 9 3 0.0 attr 32.9900 *****
business rock’n’roll 6 87 5 0.1 attr 32.8200 *****
bloggers stasi 10 4 3 0.0 attr 32.2300 *****
pink black 40 622 22 6.5 attr 31.9500 *****
anti-zionism anti-semitism 5 8 3 0.0 attr 31.6300 *****
smartphone pc 5 8 3 0.0 attr 31.6300 *****
mobile desktop 7 6 3 0.0 attr 31.0700 *****
publishing literacy 4 12 3 0.0 attr 30.9500 *****
cowardice bravery 2 3 2 0.0 attr 30.4300 *****
comments business 2 3 2 0.0 attr 30.4300 *****
dementia cancer 2 3 2 0.0 attr 30.4300 *****
city chelsea 3 2 2 0.0 attr 30.4300 *****
jazz classical 2 3 2 0.0 attr 30.4300 *****
touch click 3 2 2 0.0 attr 30.4300 *****
friends family 2 3 2 0.0 attr 30.4300 *****
past future 3 2 2 0.0 attr 30.4300 *****
shops harrods 3 2 2 0.0 attr 30.4300 *****
cold hot 2 3 2 0.0 attr 30.4300 *****
microsoft ibm 2 3 2 0.0 attr 30.4300 *****
outside inside 2 3 2 0.0 attr 30.4300 *****
midi music 2 3 2 0.0 attr 30.4300 *****
offline online 2 3 2 0.0 attr 30.4300 *****
plan plan 2 3 2 0.0 attr 30.4300 *****
madness sanity 2 3 2 0.0 attr 30.4300 *****
simple smart 3 2 2 0.0 attr 30.4300 *****
eu soviet 3 2 2 0.0 attr 30.4300 *****
secularism terrorism 2 3 2 0.0 attr 30.4300 *****
coldplay u2 2 3 2 0.0 attr 30.4300 *****
blue green 27 32 6 0.2 attr 30.3500 *****
python basic 4 2 2 0.0 attr 28.7000 *****
drivers bmw 4 2 2 0.0 attr 28.7000 *****
libraries cathedrals 2 4 2 0.0 attr 28.7000 *****
collards kale 2 4 2 0.0 attr 28.7000 *****
pc mainframe 4 2 2 0.0 attr 28.7000 *****
corporations monarchs 4 2 2 0.0 attr 28.7000 *****
tuesday monday 4 2 2 0.0 attr 28.7000 *****
fallacy truth 2 4 2 0.0 attr 28.7000 *****
lies truth 2 4 2 0.0 attr 28.7000 *****
dubai vegas 2 4 2 0.0 attr 28.7000 *****
self-publishing blogging 2 5 2 0.0 attr 27.5200 *****
memory disk 2 5 2 0.0 attr 27.5200 *****
deleting facebook 2 5 2 0.0 attr 27.5200 *****
hagel mccain 2 5 2 0.0 attr 27.5200 *****
democrats republicans 5 2 2 0.0 attr 27.5200 *****
failure success 5 2 2 0.0 attr 27.5200 *****
saturday sunday 2 5 2 0.0 attr 27.5200 *****
apps word 5 2 2 0.0 attr 27.5200 *****
red black 26 622 16 4.2 attr 27.4700 *****
swansea amsterdam 3 3 2 0.0 attr 26.6100 *****
cricket football 3 3 2 0.0 attr 26.6100 *****
programming latin 3 3 2 0.0 attr 26.6100 *****
browser os 3 3 2 0.0 attr 26.6100 *****
celebrities royalty 3 3 2 0.0 attr 26.6100 *****
culture babylon 6 2 2 0.0 attr 26.6100 *****
popcorn cupcakes 2 6 2 0.0 attr 26.6100 *****
church israel 2 6 2 0.0 attr 26.6100 *****
web book 7 2 2 0.0 attr 25.8700 *****
relevancy pr 2 7 2 0.0 attr 25.8700 *****
idealism realism 2 7 2 0.0 attr 25.8700 *****
hypertext realism 2 7 2 0.0 attr 25.8700 *****
video voice 7 2 2 0.0 attr 25.8700 *****
islamophobia racism 6 15 3 0.0 attr 25.6300 *****
pie cupcake 2 8 2 0.0 attr 25.2500 *****
bacon cupcake 2 8 2 0.0 attr 25.2500 *****
dc rome 2 8 2 0.0 attr 25.2500 *****
east west 2 8 2 0.0 attr 25.2500 *****
turkey spain 4 3 2 0.0 attr 24.8800 *****
iraq vietnam 3 4 2 0.0 attr 24.8800 *****
print vinyl 4 3 2 0.0 attr 24.8800 *****
anti-fascism fascism 2 9 2 0.0 attr 24.7100 *****
alcohol tobacco 2 9 2 0.0 attr 24.7100 *****
x 98 10 2 2 0.0 attr 24.2400 *****
bloggers reporters 10 2 2 0.0 attr 24.2400 *****
nfo seo 2 10 2 0.0 attr 24.2400 *****
webkit ie 3 5 2 0.0 attr 23.7000 *****
friday sunday 3 5 2 0.0 attr 23.7000 *****
labour tories 5 3 2 0.0 attr 23.7000 *****
twitter crackberry 13 2 2 0.0 attr 23.0900 *****
goy gay 2 13 2 0.0 attr 23.0900 *****
america rome 16 8 3 0.0 attr 22.9400 *****
tea cocaine 6 3 2 0.0 attr 22.7900 *****
blogging c.v. 14 2 2 0.0 attr 22.7600 *****
blogs resume 15 28 4 0.1 attr 22.7200 *****
america athens 16 2 2 0.0 attr 22.1900 *****
android windows 7 3 2 0.0 attr 22.0600 *****
terrorists barbarians 4 5 2 0.0 attr 21.9800 *****
west south 5 4 2 0.0 attr 21.9800 *****
internet press 18 2 2 0.0 attr 21.6900 *****
chocolate sex 2 19 2 0.0 attr 21.4600 *****
space west 3 8 2 0.0 attr 21.4300 *****
day friday 2 20 2 0.0 attr 21.2400 *****
pr advertising 4 6 2 0.0 attr 21.0700 *****
smartphones pcs 6 4 2 0.0 attr 21.0700 *****
greens puritans 6 4 2 0.0 attr 21.0700 *****
pink blue 40 13 4 0.1 attr 21.0600 *****
fat thin 9 3 2 0.0 attr 20.9000 *****
blog cv 23 2 2 0.0 attr 20.6600 *****
land gold 2 23 2 0.0 attr 20.6600 *****
proof marketing 2 26 2 0.0 attr 20.1500 *****
orange blue 15 13 3 0.1 attr 19.9400 *****
youtube google 4 8 2 0.0 attr 19.7100 *****
degree school 4 8 2 0.0 attr 19.7100 *****
facebook internet 27 8 3 0.1 attr 19.5800 *****
responsible sexy 2 31 2 0.0 attr 19.4200 ****
politics art 5 8 2 0.0 attr 18.5300 ****
yellow orange 8 5 2 0.0 attr 18.5300 ****
beta 1.0 1 1 1 0.0 attr 18.5100 ****
gap 51 1 1 1 0.0 attr 18.5100 ****
90s 80s 1 1 1 0.0 attr 18.5100 ****
aa+ aaa 1 1 1 0.0 attr 18.5100 ****
pregnancy abstinance 1 1 1 0.0 attr 18.5100 ****
plumbing accountancy 1 1 1 0.0 attr 18.5100 ****
retention acquisition 1 1 1 0.0 attr 18.5100 ****
spd add 1 1 1 0.0 attr 18.5100 ****
torres adriano 1 1 1 0.0 attr 18.5100 ****
functionality aesthetics 1 1 1 0.0 attr 18.5100 ****
pakistan afghanistan 1 1 1 0.0 attr 18.5100 ****
arab-americans african-americans 1 1 1 0.0 attr 18.5100 ****
events afternoons 1 1 1 0.0 attr 18.5100 ****
assertiveness aggression 1 1 1 0.0 attr 18.5100 ****
universities airline 1 1 1 0.0 attr 18.5100 ****
hotels airlines 1 1 1 0.0 attr 18.5100 ****
arsenal ajax 1 1 1 0.0 attr 18.5100 ****
cooking alchemy 1 1 1 0.0 attr 18.5100 ****
junkies alcoholics 1 1 1 0.0 attr 18.5100 ****
fever aldomania 1 1 1 0.0 attr 18.5100 ****
magnets aluminum 1 1 1 0.0 attr 18.5100 ****
hunter amazon 1 1 1 0.0 attr 18.5100 ****
doll-art anarchy 1 1 1 0.0 attr 18.5100 ****
catchpole anderson 1 1 1 0.0 attr 18.5100 ****
page/brin andreessen/bina 1 1 1 0.0 attr 18.5100 ****
hope angst 1 1 1 0.0 attr 18.5100 ****
utah antarctica 1 1 1 0.0 attr 18.5100 ****
anti-terrorism anti-communism 1 1 1 0.0 attr 18.5100 ****
gathering anti-doping 1 1 1 0.0 attr 18.5100 ****
experiences app 1 1 1 0.0 attr 18.5100 ****
htc appple 1 1 1 0.0 attr 18.5100 ****
engineering architecture 1 1 1 0.0 attr 18.5100 ****
einstein aristotle 1 1 1 0.0 attr 18.5100 ****
virginia arizona 1 1 1 0.0 attr 18.5100 ****
alaska arkansas 1 1 1 0.0 attr 18.5100 ****
allagents arla 1 1 1 0.0 attr 18.5100 ****
abreu armstrong 1 1 1 0.0 attr 18.5100 ****
curator artist 1 1 1 0.0 attr 18.5100 ****
curators artists 1 1 1 0.0 attr 18.5100 ****
okra asparagus 1 1 1 0.0 attr 18.5100 ****
flabby athletic 1 1 1 0.0 attr 18.5100 ****
bolshevism attila 1 1 1 0.0 attr 18.5100 ****
september august 1 1 1 0.0 attr 18.5100 ****
c-word b-word 1 1 1 0.0 attr 18.5100 ****
stress back 1 1 1 0.0 attr 18.5100 ****
forums backyard 1 1 1 0.0 attr 18.5100 ****
bangkok bahru 1 1 1 0.0 attr 18.5100 ****
frazer bailey 1 1 1 0.0 attr 18.5100 ****
battles ballard 1 1 1 0.0 attr 18.5100 ****
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mac black 1 622 1 0.2 attr 3.6500 ns
bearish black 1 622 1 0.2 attr 3.6500 ns
thriftiness black 1 622 1 0.2 attr 3.6500 ns
product black 1 622 1 0.2 attr 3.6500 ns
stinky black 1 622 1 0.2 attr 3.6500 ns
bold black 1 622 1 0.2 attr 3.6500 ns
progressives black 1 622 1 0.2 attr 3.6500 ns
silence black 1 622 1 0.2 attr 3.6500 ns
intelligence black 1 622 1 0.2 attr 3.6500 ns
driving black 1 622 1 0.2 attr 3.6500 ns
toast black 1 622 1 0.2 attr 3.6500 ns
tags black 1 622 1 0.2 attr 3.6500 ns
research black 1 622 1 0.2 attr 3.6500 ns
violet black 1 622 1 0.2 attr 3.6500 ns
rye black 1 622 1 0.2 attr 3.6500 ns
reaching black 1 622 1 0.2 attr 3.6500 ns
snow black 1 622 1 0.2 attr 3.6500 ns
snowclones black 1 622 1 0.2 attr 3.6500 ns
confidence black 1 622 1 0.2 attr 3.6500 ns
hat black 1 622 1 0.2 attr 3.6500 ns
bigomy black 1 622 1 0.2 attr 3.6500 ns
zeldman.com black 1 622 1 0.2 attr 3.6500 ns
mashup black 1 622 1 0.2 attr 3.6500 ns
investing black 1 622 1 0.2 attr 3.6500 ns
jail black 1 622 1 0.2 attr 3.6500 ns
neurotic black 1 622 1 0.2 attr 3.6500 ns
dots black 1 622 1 0.2 attr 3.6500 ns
shopping black 1 622 1 0.2 attr 3.6500 ns
zombie black 1 622 1 0.2 attr 3.6500 ns
greed black 1 622 1 0.2 attr 3.6500 ns
birth black 1 622 1 0.2 attr 3.6500 ns
mauve black 1 622 1 0.2 attr 3.6500 ns
bitching black 1 622 1 0.2 attr 3.6500 ns
bitchy black 1 622 1 0.2 attr 3.6500 ns
spacebook black 1 622 1 0.2 attr 3.6500 ns
pixies black 1 622 1 0.2 attr 3.6500 ns
objectivity black 1 622 1 0.2 attr 3.6500 ns
free black 1 622 1 0.2 attr 3.6500 ns
systems black 1 622 1 0.2 attr 3.6500 ns
elvis black 1 622 1 0.2 attr 3.6500 ns
bleak black 1 622 1 0.2 attr 3.6500 ns
sociability black 1 622 1 0.2 attr 3.6500 ns
jack black 1 622 1 0.2 attr 3.6500 ns
extroversion black 1 622 1 0.2 attr 3.6500 ns
ss black 1 622 1 0.2 attr 3.6500 ns
fur black 1 622 1 0.2 attr 3.6500 ns
exo-suits black 1 622 1 0.2 attr 3.6500 ns
soup black 1 622 1 0.2 attr 3.6500 ns
robots black 1 622 1 0.2 attr 3.6500 ns
transformation black 1 622 1 0.2 attr 3.6500 ns
jacob black 1 622 1 0.2 attr 3.6500 ns
shop-dropping black 1 622 1 0.2 attr 3.6500 ns
redesign black 1 622 1 0.2 attr 3.6500 ns
korean black 1 622 1 0.2 attr 3.6500 ns
horses black 1 622 1 0.2 attr 3.6500 ns
vodka black 1 622 1 0.2 attr 3.6500 ns
jesus black 1 622 1 0.2 attr 3.6500 ns
khaki black 1 622 1 0.2 attr 3.6500 ns
diamonds black 1 622 1 0.2 attr 3.6500 ns
microcontent black 1 622 1 0.2 attr 3.6500 ns
pregnant black 1 622 1 0.2 attr 3.6500 ns
room black 1 622 1 0.2 attr 3.6500 ns
stealth black 1 622 1 0.2 attr 3.6500 ns
poo black 1 622 1 0.2 attr 3.6500 ns
non-tribal black 1 622 1 0.2 attr 3.6500 ns
getting black 1 622 1 0.2 attr 3.6500 ns
romanticism black 1 622 1 0.2 attr 3.6500 ns
libertarian black 1 622 1 0.2 attr 3.6500 ns
square black 1 622 1 0.2 attr 3.6500 ns
saleflat black 1 622 1 0.2 attr 3.6500 ns
wine black 1 622 1 0.2 attr 3.6500 ns
wireless black 1 622 1 0.2 attr 3.6500 ns
k black 1 622 1 0.2 attr 3.6500 ns
phishing black 1 622 1 0.2 attr 3.6500 ns
indigo black 1 622 1 0.2 attr 3.6500 ns
stripes black 1 622 1 0.2 attr 3.6500 ns
stocks black 1 622 1 0.2 attr 3.6500 ns
voices black 1 622 1 0.2 attr 3.6500 ns
skepticism black 1 622 1 0.2 attr 3.6500 ns
chain black 1 622 1 0.2 attr 3.6500 ns
blogging friday 14 20 1 0.1 attr 3.4900 ns
red neutral 26 11 1 0.1 attr 3.4600 ns
marketing gold 13 23 1 0.1 attr 3.3700 ns
red silver 26 12 1 0.1 attr 3.2900 ns
black grey 67 5 1 0.1 attr 3.2500 ns
terrorism rock’n’roll 4 87 1 0.1 attr 3.2300 ns
games rock’n’roll 4 87 1 0.1 attr 3.2300 ns
dancing rock’n’roll 4 87 1 0.1 attr 3.2300 ns
folk rock’n’roll 4 87 1 0.1 attr 3.2300 ns
grey silver 27 12 1 0.1 attr 3.2200 ns
red blue 26 13 1 0.1 attr 3.1400 ns
red brown 26 13 1 0.1 attr 3.1400 ns
grey blue 27 13 1 0.1 attr 3.0700 ns
grey brown 27 13 1 0.1 attr 3.0700 ns
purple green 12 32 1 0.1 attr 2.9000 ns
blogs marketing 15 26 1 0.1 attr 2.8700 ns
black pink 67 27 2 0.5 attr 2.8600 ns
mobile black 7 622 3 1.1 attr 2.7900 ns
science rock’n’roll 5 87 1 0.1 attr 2.7700 ns
green grey 91 5 1 0.1 attr 2.6900 ns
green tan 91 5 1 0.1 attr 2.6900 ns
pink neutral 40 11 1 0.1 attr 2.6600 ns
pink yellow 40 11 1 0.1 attr 2.6600 ns
orange green 15 32 1 0.1 attr 2.4900 ns
street black 4 622 2 0.6 attr 2.4500 ns
learning black 4 622 2 0.6 attr 2.4500 ns
folk black 4 622 2 0.6 attr 2.4500 ns
cycling rock’n’roll 6 87 1 0.1 attr 2.4100 ns
internet resume 18 28 1 0.1 attr 2.4000 ns
red white 26 20 1 0.1 attr 2.3400 ns
white yellow 52 11 1 0.1 attr 2.1900 ns
facebook microsoft 27 21 1 0.1 attr 2.1900 ns
yellow black 8 622 3 1.3 attr 2.1200 ns
facebook gold 27 23 1 0.2 attr 2.0300 ns
gay green 20 32 1 0.2 attr 1.9800 ns
white blue 52 13 1 0.2 attr 1.9000 ns
being rock’n’roll 8 87 1 0.2 attr 1.8800 ns
black yellow 67 11 1 0.2 attr 1.7600 ns
normal black 5 622 2 0.8 attr 1.6200 ns
pink white 40 20 1 0.2 attr 1.6100 ns
red red 26 33 1 0.2 attr 1.4900 ns
black brown 67 13 1 0.2 attr 1.4800 ns
brown pink 32 27 1 0.2 attr 1.4800 ns
pink gold 40 23 1 0.2 attr 1.3800 ns
green yellow 91 11 1 0.3 attr 1.2700 ns
matter black 2 622 1 0.3 attr 1.2300 ns
advertising black 2 622 1 0.3 attr 1.2300 ns
paper black 2 622 1 0.3 attr 1.2300 ns
hunting black 2 622 1 0.3 attr 1.2300 ns
clothing black 2 622 1 0.3 attr 1.2300 ns
butchers black 2 622 1 0.3 attr 1.2300 ns
canada black 2 622 1 0.3 attr 1.2300 ns
audio black 2 622 1 0.3 attr 1.2300 ns
hair black 2 622 1 0.3 attr 1.2300 ns
dull black 2 622 1 0.3 attr 1.2300 ns
openness black 2 622 1 0.3 attr 1.2300 ns
cheerios black 2 622 1 0.3 attr 1.2300 ns
chemistry black 2 622 1 0.3 attr 1.2300 ns
children black 2 622 1 0.3 attr 1.2300 ns
nerd black 2 622 1 0.3 attr 1.2300 ns
crap black 2 622 1 0.3 attr 1.2300 ns
back black 2 622 1 0.3 attr 1.2300 ns
colors black 2 622 1 0.3 attr 1.2300 ns
modesty black 2 622 1 0.3 attr 1.2300 ns
niche black 2 622 1 0.3 attr 1.2300 ns
sweden black 2 622 1 0.3 attr 1.2300 ns
rape black 2 622 1 0.3 attr 1.2300 ns
mpg black 2 622 1 0.3 attr 1.2300 ns
cork black 2 622 1 0.3 attr 1.2300 ns
tattoos black 2 622 1 0.3 attr 1.2300 ns
everything black 2 622 1 0.3 attr 1.2300 ns
imperfection black 2 622 1 0.3 attr 1.2300 ns
depression black 2 622 1 0.3 attr 1.2300 ns
gardens black 2 622 1 0.3 attr 1.2300 ns
nude black 2 622 1 0.3 attr 1.2300 ns
podcasting black 2 622 1 0.3 attr 1.2300 ns
google+ black 2 622 1 0.3 attr 1.2300 ns
hate black 2 622 1 0.3 attr 1.2300 ns
white white 52 20 1 0.3 attr 1.2000 ns
green silver 91 12 1 0.3 attr 1.1400 ns
pink pink 40 27 1 0.3 attr 1.1400 ns
twitter rock’n’roll 13 87 1 0.3 attr 1.0800 ns
media black 6 622 2 1.0 attr 1.0600 ns
green brown 91 13 1 0.3 attr 1.0200 ns
blogging rock’n’roll 14 87 1 0.3 attr 0.9700 ns
white pink 52 27 1 0.4 attr 0.7700 ns
cars black 7 622 2 1.1 attr 0.6800 ns
video black 7 622 2 1.1 attr 0.6800 ns
white green 52 32 1 0.4 attr 0.5600 ns
denim black 3 622 1 0.5 attr 0.5300 ns
healthy black 3 622 1 0.5 attr 0.5300 ns
friday black 3 622 1 0.5 attr 0.5300 ns
carbon black 3 622 1 0.5 attr 0.5300 ns
knowledge black 3 622 1 0.5 attr 0.5300 ns
jones black 3 622 1 0.5 attr 0.5300 ns
javascript black 3 622 1 0.5 attr 0.5300 ns
republicans black 3 622 1 0.5 attr 0.5300 ns
ignorance black 3 622 1 0.5 attr 0.5300 ns
curation black 3 622 1 0.5 attr 0.5300 ns
blonde black 3 622 1 0.5 attr 0.5300 ns
technology black 3 622 1 0.5 attr 0.5300 ns
dark black 3 622 1 0.5 attr 0.5300 ns
network black 3 622 1 0.5 attr 0.5300 ns
whites black 3 622 1 0.5 attr 0.5300 ns
palestinians black 3 622 1 0.5 attr 0.5300 ns
geek black 3 622 1 0.5 attr 0.5300 ns
racism black 3 622 1 0.5 attr 0.5300 ns
smart black 9 622 2 1.5 attr 0.2200 ns
fat black 9 622 2 1.5 attr 0.2200 ns
poetry black 4 622 1 0.6 attr 0.2000 ns
perception black 4 622 1 0.6 attr 0.2000 ns
piracy black 4 622 1 0.6 attr 0.2000 ns
publishing black 4 622 1 0.6 attr 0.2000 ns
privacy black 4 622 1 0.6 attr 0.2000 ns
dancing black 4 622 1 0.6 attr 0.2000 ns
slow black 4 622 1 0.6 attr 0.2000 ns
apps black 5 622 1 0.8 attr 0.0510 ns
saving black 5 622 1 0.8 attr 0.0510 ns
ugly black 6 622 1 1.0 attr 0.0011 ns
sharing black 6 622 1 1.0 attr 0.0011 ns
tea black 6 622 1 1.0 attr 0.0011 ns
marketing black 13 622 2 2.1 rep 0.0059 ns
gold black 7 622 1 1.1 rep 0.0190 ns
women black 7 622 1 1.1 rep 0.0190 ns
history black 7 622 1 1.1 rep 0.0190 ns
glass black 7 622 1 1.1 rep 0.0190 ns
obama black 7 622 1 1.1 rep 0.0190 ns
truth black 7 622 1 1.1 rep 0.0190 ns
being black 8 622 1 1.3 rep 0.0850 ns
orange black 15 622 2 2.4 rep 0.0940 ns
black rock’n’roll 67 87 1 1.5 rep 0.2100 ns
atheism black 10 622 1 1.6 rep 0.3200 ns
transparency black 19 622 2 3.1 rep 0.5000 ns
men black 13 622 1 2.1 rep 0.8300 ns
blogging black 14 622 1 2.3 rep 1.0300 ns
blog black 23 622 1 3.7 rep 3.1900 ns
data black 51 622 1 8.2 rep 11.5300 ***
small black 77 622 1 12.4 rep 20.0200 *****

Distributional semantics

Finally, we use semantic vector spaces to explore semantic similarities between different slot fillers in the X and Y slots. Our operationalization follows Levshina (2015).

# read list of collocates
coll <- read_csv("../data/X_is_the_new_Y_distsem/collocates.csv")
## Rows: 8598 Columns: 1415── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr    (1): collocate
## dbl (1414): abnormal, abnormality, abortion, abstinence, abuse, academy, acc...
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
# add lemmatization to head -----------------------------------------------

d <- left_join(d, rename(l, c(lemma_head_x = lemma)), by = c("head_x" = "word"), all.x = T)
d <- left_join(d, rename(l, c(lemma_head_y = lemma)), by = c("head_y" = "word"), all.x = T)



# collocates --------------------------------------------------------------

# "collocate" column to rownames:
coll <- as.data.frame(coll)
rownames(coll) <- coll$collocate
coll <- coll[ , -1] # remove first column
coll <- t(coll) # switch rows and columns



# get PPMI ----------------------------------------------------------------

# get expected frequencies
coll <- as.matrix(coll)
coll.exp <- chisq.test(coll)$expected
## Warning in chisq.test(coll): Chi-squared approximation may be incorrect
coll.PMI <- log2(coll / coll.exp)
coll.PPMI <- ifelse(coll.PMI < 0, 0, coll.PMI)


# get cosine similarity ---------------------------------------------------

# cosine similarity function
# (adopted from Levshina's [2015] Rling package)
nr <- nrow(coll)
m <- matrix(NA, nr, nr)

colnames(m) <- rownames(m) <- rownames(coll)


# for(i in 1:nr) {
#   for(j in 1:nr) {
#     cos <- crossprod(coll.PPMI[i, ], coll.PPMI[j, ])/sqrt(crossprod(coll.PPMI[i,
#     ]) * crossprod(coll.PPMI[j, ]))
#     m[i,j] <- cos
#     m[j,i] <- cos
#   }
#   
#   print(i)
# }

# export
# saveRDS(m, "m.Rds")
m <- readRDS("../data/X_is_the_new_Y_distsem/m.Rds")

# get distances
m2 <- 1 - (m / max(m[m<1]))

# backup copy
m2_matrix <- m2

# as.dist
m2 <- as.dist(m2)

# as matrix
m2_matrix <- as.matrix(m2, varnames = c("row", "col"))

# mds
m3 <- cmdscale(m2)
m3 <- rownames_to_column(as.data.frame(m3))
colnames(m3) <- c("Lemma", "dim1", "dim2")


# clustering
# for(i in 1:20) {
#   clust <- cluster::pam(m2, i)
#   print(clust$silinfo$avg.width)
# }

m2_clust <- cluster::pam(m2, 14)
m2_cluster <- m2_clust$clustering %>% as.data.frame()
m2_cluster <- rownames_to_column(m2_cluster)
colnames(m2_cluster) <- c("Lemma", "Cluster")

# combine df with cluster info --------------------------------------------
m3 <- left_join(m3, m2_cluster)
## Joining, by = "Lemma"
# remove "x"
m3 <- m3[which(m3$Lemma!="x"),]

# add frequencies
m3$freq_x <- sapply(1:nrow(m3), function(i) length(which(d$lemma_head_x == m3$Lemma[i])))
m3$freq_y <- sapply(1:nrow(m3), function(i) length(which(d$lemma_head_y == m3$Lemma[i])))
m3$freq <- m3$freq_x + m3$freq_y


# plot
(p1 <- ggplot(filter(m3, freq >= 10), aes(x = dim1, y = dim2, col = factor(Cluster), label = Lemma)) +
  geom_text_repel(aes(size = log1p(freq)*2)) + 
    scale_color_discrete(terrain.colors(14)) +
  guides(col = "none", size = "none") + theme_bw() + theme(axis.text = element_text(size = 18)) +
  theme(axis.title = element_text(size = 18)) +
  theme(strip.text = element_text(size = 18)) +
  theme(legend.text = element_text(size = 18)) +
  theme(legend.title = element_text(size = 18, face = "bold")) +
  theme(text = element_text(size = 10)) )

# add dim1 and dim2 information to original concordance -------------------

d <- left_join(d, m3, by = c("lemma_head_x" = "Lemma"))
d <- rename(d, dim1_x = dim1, dim2_x = dim2, Cluster_x = Cluster)
d <- left_join(d, m3, by = c("lemma_head_y" = "Lemma"))
d <- rename(d, dim1_y = dim1, dim2_y = dim2, Cluster_y = Cluster)


# just add raw cosine distance to the original concordance ------
d$cosine_distance <- NA

for(i in 1:nrow(d)) {
  if(d$lemma_head_x[i] %in% colnames(m2_matrix) &&
     d$lemma_head_y[i] %in% rownames(m2_matrix)) {
    d$cosine_distance[i] <- m2_matrix[which(colnames(m2_matrix) == d$lemma_head_x[i]),
                                      which(rownames(m2_matrix) == d$lemma_head_y[i])]
  }
}


# add column with x and y
d$lemma_heads <- character(nrow(d))
d$lemma_heads <- paste(d$lemma_head_x, d$lemma_head_y, sep = "/")


d %>% arrange(desc(cosine_distance)) %>% 
  select(lemma_head_x, lemma_head_y, cosine_distance) %>% na.omit %>% 
  unique %>% kbl() %>% kable_material(c("striped", "hover")) %>% scroll_box(width = "800px", height = "200px")
lemma_head_x lemma_head_y cosine_distance
funds black 0.9695557
statistics sexy 0.9393713
stamp lines 0.9108414
ethics green 0.8870124
budgeting black 0.8646345
statistics grammar 0.8570663
sustainable black 0.8491356
learning black 0.8460321
marketing black 0.8425520
regulation black 0.8407653
phone skin 0.8359563
sharing black 0.8337144
towel art 0.8328676
mouth pr 0.8314901
chiropractic black 0.8313206
mpg black 0.8312460
entrepreneurship sexy 0.8300653
ethics sex 0.8276338
savings sand 0.8267692
chemistry black 0.8265483
ignorance medal 0.8223515
developer rock 0.8216682
accountability black 0.8212839
software black 0.8210250
glass newton 0.8205025
door frontline 0.8188819
privacy black 0.8179129
poly gay 0.8168870
web coffee 0.8165530
growth black 0.8158623
research black 0.8149400
advertising black 0.8144516
street online 0.8139854
pleasure marketing 0.8139816
shopping black 0.8138738
redesign black 0.8136585
developer barbarian 0.8134777
instability funny 0.8126537
operator saint 0.8109531
information armor 0.8102538
wireless black 0.8091770
therapy coke 0.8088979
publishing black 0.8088526
saving black 0.8081084
conversation pr 0.8065393
meeting black 0.8060641
budget black 0.8044400
people perimeter 0.8041798
openness black 0.8032347
gay green 0.8031006
marketing gold 0.8026120
ethical black 0.8016460
algorithm black 0.8012550
niche black 0.8012279
data black 0.8007904
network black 0.7999530
medicine pie 0.7995245
depression black 0.7995231
investing black 0.7993496
mobile black 0.7987677
phone golf 0.7977226
fat race 0.7972681
science metal 0.7957585
twitter cooler 0.7954770
deficit black 0.7951718
creative black 0.7949840
reserve black 0.7946699
history cooking 0.7945583
website street 0.7943878
carbon black 0.7940507
technology black 0.7939598
innovation black 0.7930784
taxpayer liner 0.7930063
hash black 0.7912312
audio black 0.7907532
factor black 0.7904670
objectivity black 0.7903627
creativity black 0.7903489
lifestyle pink 0.7887979
driving black 0.7886185
trust black 0.7885581
knowledge black 0.7868343
transparency black 0.7868089
green labor 0.7861165
commission black 0.7860335
sex chocolate 0.7843638
chocolate sex 0.7843638
gardening sex 0.7839870
persistence black 0.7837270
information left 0.7827040
austerity black 0.7826792
conversation distribution 0.7820161
technology jewellery 0.7814346
video black 0.7813201
capital rap 0.7804519
apple adobe 0.7796933
accessible grey 0.7794408
fun learning 0.7786059
god trail 0.7781401
book business 0.7780090
supermarket church 0.7774056
comment business 0.7768613
attention gold 0.7768478
gentle gross 0.7766660
twitter cigarette 0.7766448
data inside 0.7760862
supervisor guy 0.7755699
talent oil 0.7753739
measurement black 0.7748982
product black 0.7745888
healthy black 0.7739193
python pascal 0.7739052
access cigarette 0.7736414
cookbook pornography 0.7736011
computer fireplace 0.7732421
plumbing accountancy 0.7731577
responsible sexy 0.7731155
knowledge gold 0.7723541
strong skinny 0.7722570
meat asbestos 0.7720303
large grande 0.7718026
confidence black 0.7717182
flying smoking 0.7716792
tech terrorist 0.7715910
weekly life 0.7702946
choir black 0.7697528
brand star 0.7695726
gold climate 0.7693107
data oil 0.7690170
data plastic 0.7682377
average black 0.7682178
incarceration crow 0.7678258
bar raw 0.7667745
programmer star 0.7659003
piracy black 0.7650530
resilience green 0.7647007
credit fashion 0.7646874
vista edition 0.7642497
basic black 0.7642155
moderator star 0.7640769
being base 0.7638261
uniformity black 0.7638126
information oil 0.7633864
fusion black 0.7630443
butcher star 0.7626386
normal beautiful 0.7625072
marketing building 0.7624550
math sexy 0.7623638
meaning money 0.7613390
tea cocaine 0.7605931
service radio 0.7605269
online high 0.7605130
inspiration mac 0.7600061
acceptance black 0.7595566
poverty black 0.7593982
judgment sexy 0.7593972
feeling queen 0.7592963
birth black 0.7592187
knowledge money 0.7589990
saving green 0.7587643
sustainability green 0.7585946
ambiguity black 0.7573675
proof marketing 0.7572929
free black 0.7572843
chevron put 0.7570176
serving selling 0.7568281
correctness hunt 0.7567381
dialogue black 0.7567276
debt paper 0.7563412
information gold 0.7560719
evidence black 0.7557199
content black 0.7548864
twitter time 0.7548716
layout black 0.7546945
angry apple 0.7546394
k black 0.7542395
poetry black 0.7532961
meantime black 0.7529574
net tv 0.7529085
pr news 0.7523409
growing sex 0.7523122
media black 0.7519326
shoe neutral 0.7518972
dead minority 0.7511594
greed black 0.7510271
wheelchair black 0.7509807
technology smoking 0.7509015
pregnant black 0.7507230
plus black 0.7505815
space holiday 0.7504617
mac black 0.7504138
rye black 0.7497954
data gold 0.7491515
live black 0.7488593
intelligence black 0.7487111
tent stage 0.7475837
transformation black 0.7473702
coverage story 0.7470646
sharing sex 0.7467883
healthy naughty 0.7467644
vulnerability black 0.7464232
strength sexy 0.7460937
pr service 0.7456928
service pr 0.7456928
stupidity black 0.7444536
progressive black 0.7443379
point black 0.7440472
typography black 0.7438901
art gold 0.7434438
food sex 0.7432722
brand realism 0.7430464
data water 0.7426320
hangover house 0.7414722
company church 0.7413310
busy black 0.7409456
old green 0.7406274
six fourteen 0.7403671
design sexy 0.7399133
sarcasm analysis 0.7398250
history black 0.7397952
energy gold 0.7397768
wow golf 0.7391339
crime commodity 0.7385213
drama black 0.7384108
observation drinking 0.7383816
china bank 0.7382531
people smoker 0.7382020
stock black 0.7380765
boredom stone 0.7379301
park jersey 0.7379208
system black 0.7367705
placement radio 0.7366605
china japan 0.7362230
obese gay 0.7355659
skepticism black 0.7347684
twilight potter 0.7345807
production show 0.7343622
place trophy 0.7340266
old new 0.7334913
new old 0.7334913
soccer lesson 0.7332284
journalism punk 0.7331176
board pool 0.7330877
normal black 0.7328048
food fashion 0.7327008
pharmaceutical modern 0.7326452
networking school 0.7324284
dependency freedom 0.7317942
drinking shopping 0.7317591
jail black 0.7316741
mean green 0.7311608
wine black 0.7307044
supervisor people 0.7305552
everything black 0.7305484
state black 0.7305131
smart gangster 0.7303768
phone bicycle 0.7303515
phone cigarette 0.7302731
robotic class 0.7298364
business war 0.7293228
truth black 0.7292116
outlet blackberry 0.7287303
freak left 0.7287209
complex cathedral 0.7283865
code literacy 0.7282274
twitter tape 0.7281258
brand cooler 0.7271787
brother news 0.7262064
sewing shopping 0.7251883
failure black 0.7243861
war crow 0.7241140
eating cuisine 0.7237032
consideration sex 0.7233046
room black 0.7233009
smart black 0.7230804
draw loss 0.7229868
list scam 0.7225182
geek black 0.7224123
rare black 0.7223039
jacket monkey 0.7217436
economics electronic 0.7212931
couch playing 0.7206443
fake natural 0.7205844
magazine lucky 0.7201334
fat sex 0.7199659
wild luxury 0.7198573
politics circus 0.7194997
filing pr 0.7189862
being black 0.7188390
green bleak 0.7184725
camera weapon 0.7180921
media dope 0.7180219
obscurity black 0.7177532
c ruby 0.7171808
atheism black 0.7170942
neck bacon 0.7170473
perception black 0.7168728
brewing art 0.7165945
left wrong 0.7164695
ignorance black 0.7164562
thrift black 0.7160278
zombie blackout 0.7158393
stadium church 0.7156808
matter black 0.7156579
folk black 0.7151208
stupid red 0.7150382
class dictator 0.7150315
metal classical 0.7149353
slow black 0.7149087
noir black 0.7147720
black noir 0.7147720
player phone 0.7146201
piracy radio 0.7143928
sharing buying 0.7139057
terrorist bear 0.7137727
modesty black 0.7135221
privacy programming 0.7131281
history gardening 0.7130249
marketing television 0.7129895
footwear black 0.7128746
gesture shortcut 0.7126481
cinema church 0.7122995
guy slave 0.7119762
welfare plantation 0.7116617
house black 0.7103887
side up 0.7101496
touch click 0.7100159
cheating black 0.7097002
trinity binary 0.7095234
wave news 0.7089505
soup black 0.7087093
voice black 0.7084522
spinach iceberg 0.7079034
wave sparrow 0.7073670
debt slavery 0.7072585
epic black 0.7069798
libertarian black 0.7068480
device cigarette 0.7062990
builder shepherd 0.7060912
chop bob 0.7060472
past knight 0.7054077
sex kiss 0.7052855
twitter section 0.7052750
coffee gardening 0.7051869
experience marketing 0.7051784
distribution pr 0.7047242
normal crazy 0.7046412
malt black 0.7041613
luxury essential 0.7032971
rape black 0.7029981
god sex 0.7027733
computer car 0.7024034
pink neutral 0.7019724
garden black 0.7017820
android window 0.7009987
offender queer 0.7009602
hunting black 0.7003541
dread red 0.6998839
travel consumption 0.6997020
bump handshake 0.6990999
net radio 0.6990440
video engraving 0.6978706
phone lighter 0.6975609
network line 0.6967740
chain black 0.6967566
simple sexy 0.6967177
fox terrorist 0.6966057
virtual real 0.6964017
library cathedral 0.6962307
scientist star 0.6961288
phone shop 0.6958348
image headline 0.6958173
hunting golf 0.6956671
theory magic 0.6954758
republican black 0.6953155
data soil 0.6950177
tea black 0.6947365
scientist priesthood 0.6946325
okay poor 0.6946160
architecture gardening 0.6944690
work leisure 0.6939089
guy star 0.6938933
democracy opium 0.6936082
stealth black 0.6933737
football race 0.6929349
sleep sex 0.6916257
centre left 0.6911994
being star 0.6907015
fabric naked 0.6905470
toast black 0.6904559
liberation black 0.6903195
radio editorial 0.6901033
pr advertising 0.6900206
roadside reserve 0.6894859
street black 0.6891439
crap great 0.6889425
reform holocaust 0.6886746
zombie black 0.6885262
conversation attention 0.6885189
time money 0.6882845
vodka black 0.6882372
computer reactor 0.6880197
red neutral 0.6876083
leopard vista 0.6872785
let var 0.6871058
white vanilla 0.6864914
psychiatrist pope 0.6863011
innovation selfishness 0.6856399
healthy skinny 0.6855195
rapper slave 0.6854358
paper confidentiality 0.6850112
university airline 0.6842045
fact spin 0.6839134
butcher black 0.6827027
fat black 0.6825387
data electricity 0.6821012
video voice 0.6819323
chef star 0.6818322
university mosque 0.6813679
quirky black 0.6812716
yoga prayer 0.6809565
recommendation advertising 0.6807219
chick chocolate 0.6804906
python basic 0.6804705
gold neutral 0.6804159
festival radio 0.6800342
history sex 0.6799102
drag black 0.6796342
crying black 0.6793491
display black 0.6791985
paper black 0.6787065
mouth steel 0.6784179
imperfection black 0.6780779
loser sinner 0.6780164
local organic 0.6776908
biotech stock 0.6770506
thought porn 0.6770392
crap black 0.6768391
workspace garage 0.6760613
fear black 0.6758140
ribbon menu 0.6757624
right colonialism 0.6756820
vintage new 0.6755005
prison ship 0.6752843
screen paper 0.6751969
diagram writing 0.6748810
poly black 0.6744088
search media 0.6742562
bleak black 0.6741241
pollution green 0.6740844
people radical 0.6739994
disability plan 0.6733974
metal pop 0.6732390
noticeable black 0.6731660
care tax 0.6731234
thief dealer 0.6726825
support sale 0.6723547
cotton armor 0.6719062
retro black 0.6714969
hypocrisy black 0.6711789
comfort justice 0.6711703
science theatre 0.6701158
red rad 0.6693441
space west 0.6691456
shooting golf 0.6690478
simple smart 0.6688788
post time 0.6687011
robot black 0.6686513
news liberal 0.6686376
city green 0.6682686
wealth racism 0.6680943
cool sad 0.6679591
bitch black 0.6677867
silence black 0.6671398
interesting nice 0.6666918
nerd black 0.6665446
being normal 0.6660743
grey neutral 0.6647916
cinema temple 0.6646895
web book 0.6643098
celebrity royalty 0.6639393
driver worker 0.6638787
bold black 0.6637286
director star 0.6633731
ginger black 0.6633347
choice morality 0.6630436
nude color 0.6629093
board room 0.6620471
touch interface 0.6619146
buyer poor 0.6613906
film radio 0.6610324
os blackberry 0.6605923
helmet sexy 0.6605147
community content 0.6604356
system education 0.6601039
pattern grey 0.6594462
strong bold 0.6590926
centre temple 0.6589646
camera lighter 0.6585622
debt gold 0.6583166
slipper flat 0.6577080
dancing black 0.6575974
ugly hot 0.6565154
python c 0.6560482
ugly classy 0.6558692
mediocre good 0.6549517
service selling 0.6547881
network electricity 0.6547292
teaching marketing 0.6540060
glue gold 0.6537597
slip black 0.6529774
poker golf 0.6529529
casual formal 0.6527474
matter ether 0.6524931
water gold 0.6523371
stroke bullet 0.6521930
babe pink 0.6520942
square black 0.6518319
normal strange 0.6516898
retirement death 0.6511988
fake real 0.6496594
degree school 0.6495047
navy black 0.6494361
murder feminism 0.6492948
good excellent 0.6490629
advertising video 0.6487251
pipe crate 0.6487139
small black 0.6487097
culture prohibition 0.6485838
paisley black 0.6484323
eating sex 0.6483489
lime black 0.6481523
phone blackberry 0.6477439
left center 0.6477117
prison labor 0.6471770
snow black 0.6471702
evil black 0.6467652
cargo opium 0.6467293
data media 0.6464887
vintage cupcake 0.6464609
land gold 0.6454201
storytelling marketing 0.6452525
treasure millionaire 0.6452187
brewer butcher 0.6449835
gray nude 0.6442572
information wealth 0.6442097
hate black 0.6431475
ghost black 0.6427122
bond gold 0.6426288
promise compassion 0.6421309
leisure property 0.6418898
simplicity luxury 0.6418376
association landlord 0.6407652
icon cover 0.6401223
housewife sex 0.6400069
aluminum pink 0.6397668
water wine 0.6386182
bedroom home 0.6383785
smart sexy 0.6377070
virtual reality 0.6375157
gardening golf 0.6371106
community privacy 0.6366679
video memory 0.6350387
digit widget 0.6345975
zombie twilight 0.6342023
mould asbestos 0.6341065
center rack 0.6340109
fit skinny 0.6338212
entrepreneur labor 0.6326444
carbon stainless 0.6313293
gay black 0.6310857
twitter reader 0.6308724
cake coke 0.6305104
myth dream 0.6297960
hacker marketer 0.6295987
pink navy 0.6285574
jockey star 0.6276330
prediction production 0.6267144
stress back 0.6264988
process culture 0.6262109
bible constitution 0.6259807
truth speech 0.6258268
functionality aesthetics 0.6257167
left right 0.6257123
rabbit beef 0.6256726
gay straight 0.6254171
those heretic 0.6251422
day show 0.6248857
thief boy 0.6247088
entrepreneurship movement 0.6245625
awkward random 0.6242928
builder hairdresser 0.6240390
gray neutral 0.6233451
money royalty 0.6230278
typewriter laptop 0.6216639
service advertising 0.6215835
flat black 0.6213604
support marketing 0.6212360
fact speech 0.6210786
loss profit 0.6210391
rapper star 0.6210248
cupcake floral 0.6207932
corpse black 0.6200840
transparency sincerity 0.6199703
marketer publisher 0.6193569
geek sexy 0.6192656
cork black 0.6191000
clothing black 0.6186146
tattoo black 0.6184515
economy colonialism 0.6184200
publishing literacy 0.6179644
diamond black 0.6178789
tape ring 0.6173809
corporation monarch 0.6169982
sharing search 0.6169780
periphery city 0.6159102
less more 0.6155082
roll banana 0.6153113
racism black 0.6143842
campaign movement 0.6143197
nude black 0.6142040
cinema literature 0.6140074
cloud black 0.6136983
terrorist witch 0.6130398
immigrant gay 0.6128786
sexy suit 0.6127259
celebrity mythology 0.6124628
grass concrete 0.6110588
art dancing 0.6107655
cycling golf 0.6107645
safe risky 0.6106669
people gay 0.6103629
past future 0.6095646
virtual actual 0.6089322
failure success 0.6084379
ugly black 0.6080128
museum church 0.6077906
oil syrup 0.6070866
fat smoking 0.6067810
experimentation planning 0.6064792
company cartel 0.6061219
openness power 0.6057725
metaphysical real 0.6043789
bad good 0.6029335
republican gay 0.6018036
wrong right 0.6007316
right wrong 0.6007316
sprinkle glitter 0.6005946
pensioner youngster 0.6005295
niche mainstream 0.6004853
elf filth 0.5995959
imperfection perfect 0.5995477
green gold 0.5994371
video radio 0.5993212
company brand 0.5985590
tax aid 0.5985506
third first 0.5983348
park manor 0.5982884
food tobacco 0.5964748
dumb sexy 0.5960848
hypertext realism 0.5958321
website newspaper 0.5941722
bourbon bacon 0.5941601
fluffy black 0.5940233
earnest ironic 0.5940028
back black 0.5936323
quantity quality 0.5931263
labour socialism 0.5930024
food oil 0.5925046
poor rich 0.5920350
phone browser 0.5913916
hope angst 0.5913223
black flesh 0.5911104
imperfect perfect 0.5908205
journalism marketing 0.5896603
soda cigarette 0.5890656
selling saving 0.5887924
digital fax 0.5886018
print vinyl 0.5880624
glass black 0.5846688
sharing giving 0.5826319
atheism gay 0.5824856
service sale 0.5822584
diving golf 0.5820440
glass diamond 0.5818355
ugly beautiful 0.5809894
spur arsenal 0.5796190
dull bizarre 0.5795161
hand desk 0.5794948
politics art 0.5794133
computer radio 0.5791158
underwear black 0.5790935
sugar tobacco 0.5780678
gold black 0.5778764
experience reality 0.5763529
dot black 0.5761208
collaboration competition 0.5755765
age youth 0.5749580
black rainbow 0.5740030
prison dungeon 0.5730019
wood white 0.5726488
rainbow brown 0.5720747
metallic neutral 0.5714059
abnormal normal 0.5713073
hate love 0.5702171
madness sanity 0.5695806
angel vampire 0.5694259
garden south 0.5690984
social creative 0.5690040
cynicism terrorism 0.5686707
service marketing 0.5676735
healing yoga 0.5669140
junkie alcoholic 0.5668010
numb deep 0.5660919
privacy libel 0.5647523
design consultancy 0.5641809
crazy sane 0.5639960
bingo poker 0.5639401
violence porn 0.5638973
stick box 0.5637828
wrist pocket 0.5634763
national labour 0.5626720
poetry pop 0.5624101
hacker thug 0.5619399
religion race 0.5614973
dairy tobacco 0.5607015
darts cricket 0.5605905
young old 0.5599325
old young 0.5599325
worker proletariat 0.5597906
sugar nicotine 0.5595361
breadth depth 0.5581364
extraordinary ordinary 0.5580380
sparrow kite 0.5572348
niche market 0.5559688
loser nerd 0.5555874
correctness sharia 0.5545199
dark warm 0.5510828
hair black 0.5494975
dull black 0.5469562
rock music 0.5467781
learning productivity 0.5452034
preschool college 0.5447489
cinema art 0.5442889
wall canvas 0.5438880
green silver 0.5429534
tattoo blonde 0.5428579
authenticity storytelling 0.5423881
moderate conservative 0.5422521
film poetry 0.5416546
surfing golf 0.5406898
fat thin 0.5397256
bacon cupcake 0.5392629
rebellion conformity 0.5390168
quiet loud 0.5389789
loud quiet 0.5389789
citizenship literacy 0.5388210
terrorist barbarian 0.5368675
print web 0.5362809
pink gold 0.5347217
web os 0.5306527
content marketing 0.5298665
education placement 0.5283969
sober drunk 0.5283728
aluminium mercury 0.5281722
green tan 0.5273781
diesel hybrid 0.5240413
sword gun 0.5238533
immigrant slave 0.5218560
color black 0.5197190
environmentalist socialist 0.5197109
disparity racism 0.5195802
rock pop 0.5186915
television cinema 0.5186694
silver black 0.5186035
black silver 0.5186035
poverty slavery 0.5178297
grey silver 0.5176457
rugby polo 0.5175256
white silver 0.5174841
silver white 0.5174841
awkward funny 0.5167313
kindergarten grade 0.5161348
glow green 0.5156912
d c 0.5155064
debt wealth 0.5153480
popcorn cupcake 0.5152676
violet black 0.5152224
coal copper 0.5149497
learning lesson 0.5143808
content advertising 0.5143782
fur black 0.5143326
bro dude 0.5142479
marketing finance 0.5125962
being god 0.5118456
metal rock 0.5114675
wood concrete 0.5107594
culture mainstream 0.5089379
invasion holocaust 0.5085150
immortal vampire 0.5070598
science literacy 0.5068435
red blonde 0.5059044
zombie alien 0.5043477
canvas brown 0.5037999
copper gold 0.5027293
gold platinum 0.5017107
cynicism realism 0.5010967
ascension revelation 0.5005145
cookie cupcake 0.5004653
disco rap 0.5001772
green black 0.5000272
black green 0.5000272
abortion slavery 0.4997199
disability benefit 0.4997171
red silver 0.4996806
glass brick 0.4991551
peach pink 0.4982007
prudent reckless 0.4981245
baseball cricket 0.4961872
programming literacy 0.4960912
corporation state 0.4948120
content software 0.4941640
science art 0.4939327
engagement marketing 0.4923080
night lunch 0.4919260
bond cash 0.4903551
jazz classical 0.4900801
community individual 0.4895815
blonde black 0.4894582
white green 0.4888288
modesty vanity 0.4848988
skinny sexy 0.4836639
curator artist 0.4831449
outside inside 0.4830915
dementia cancer 0.4827147
ignorance knowledge 0.4817821
scepticism racism 0.4815845
shoe barefoot 0.4798705
terrorism communism 0.4785682
sanity insanity 0.4781372
witch vampire 0.4773783
bald blonde 0.4769711
white dark 0.4760812
c b 0.4740508
b c 0.4740508
price discount 0.4737091
yellow black 0.4736027
black yellow 0.4736027
banker politician 0.4725871
cynicism racism 0.4709430
transparency objectivity 0.4708830
train plane 0.4697382
metaphor realism 0.4692356
red black 0.4679996
black red 0.4679996
parent young 0.4679002
meat vegan 0.4677811
green grey 0.4663462
blockbuster film 0.4657110
glass wood 0.4656464
fiction mythology 0.4645457
slow fast 0.4638995
water oil 0.4637652
stroke cancer 0.4622714
dragon unicorn 0.4619524
geography history 0.4619426
local national 0.4577238
capital wealth 0.4549470
retention acquisition 0.4541257
glass ceramic 0.4512340
white tan 0.4507423
night day 0.4505395
unofficial official 0.4501686
pink blonde 0.4499257
blonde pink 0.4499257
wall tower 0.4471198
impact outcome 0.4440061
white orange 0.4428262
silver platinum 0.4421155
teaching research 0.4415102
print digital 0.4413147
happiness despair 0.4393666
physicist philosopher 0.4389247
engineering architecture 0.4348195
closing opening 0.4322841
dark light 0.4313209
theory calculus 0.4307260
timber concrete 0.4301466
white yellow 0.4301020
peach orange 0.4292168
small large 0.4278189
pumpkin bacon 0.4274595
pie cupcake 0.4273408
zombie vampire 0.4271040
seed rice 0.4261375
green red 0.4251222
grey black 0.4244473
black grey 0.4244473
down up 0.4241651
pink green 0.4231355
green pink 0.4231355
monster zombie 0.4208705
uncertainty certainty 0.4193557
purple black 0.4186944
public private 0.4166903
feminism racism 0.4150638
orange black 0.4139760
pink black 0.4128298
black pink 0.4128298
purple green 0.4119621
gray black 0.4105506
black gray 0.4105506
football cricket 0.4101754
cricket football 0.4101754
green brown 0.4096318
brown green 0.4096318
lamb pork 0.4090322
dark black 0.4061341
black dark 0.4061341
arrogance humility 0.4036823
yellow green 0.4013939
green yellow 0.4013939
pale tan 0.4011960
perception reality 0.4009864
green blue 0.3951412
blue green 0.3951412
museum cathedral 0.3941200
atheism fundamentalism 0.3928935
blue black 0.3907441
bombing shooting 0.3886297
grey orange 0.3876677
republican socialist 0.3867998
white brown 0.3865709
orange green 0.3823847
farming farm 0.3788904
minority majority 0.3778450
college school 0.3773514
brown black 0.3762592
black brown 0.3762592
grey blue 0.3756590
wood plastic 0.3745465
truth lie 0.3723359
orange gray 0.3721743
white pink 0.3704856
pink white 0.3704856
beer wine 0.3673744
denial racism 0.3656853
y x 0.3650799
x y 0.3650799
red brown 0.3644934
drinking smoking 0.3640076
browser os 0.3594409
temporary permanent 0.3590539
pink yellow 0.3589492
wire pipe 0.3516177
brownie cupcake 0.3497260
red white 0.3472695
white blue 0.3464700
sushi pizza 0.3460058
degree bachelor 0.3448424
tart pie 0.3434256
cold hot 0.3431338
inequality equality 0.3422526
grey brown 0.3380845
murder torture 0.3367403
astronomy physics 0.3362012
cork plastic 0.3356167
gas oil 0.3337919
film movie 0.3328341
billion million 0.3320790
pear raspberry 0.3319405
red yellow 0.3296726
mpg mph 0.3293572
saving spending 0.3286503
blue brown 0.3276472
prosecutor police 0.3248713
liberalism fascism 0.3244604
cooling warming 0.3210065
idealism realism 0.3121177
realism idealism 0.3121177
orange blue 0.3116771
yellow orange 0.3095778
orange yellow 0.3095778
pink brown 0.3092836
brown pink 0.3092836
red blue 0.3077400
blue red 0.3077400
pink blue 0.3061347
curry chili 0.3033219
debt equity 0.2991686
negative positive 0.2980841
participation engagement 0.2951176
multiculturalism racism 0.2948526
soccer football 0.2940700
kitchen bedroom 0.2888830
democrat conservative 0.2873580
blue yellow 0.2847019
purple brown 0.2846026
pink red 0.2829348
audio video 0.2826139
orange pink 0.2823126
purple pink 0.2720831
silver gold 0.2702457
percussion violin 0.2676198
abuse violence 0.2646014
tea coffee 0.2611317
trillion billion 0.2581948
sociology economics 0.2460772
white black 0.2413481
black white 0.2413481
heresy orthodoxy 0.2406707
homophobia racism 0.2077157
girlfriend boyfriend 0.1939183
alpha beta 0.1779777
socialism communism 0.1651408
west south 0.1605411
transparency accountability 0.1603720
abnormality disease 0.1210391
democrat republican 0.1103527
west east 0.0604595
east west 0.0604595
female male 0.0588698
numeracy literacy 0.0347211
anxiety depression 0.0229172
link link 0.0000000
black black 0.0000000
blonde blonde 0.0000000
implant implant 0.0000000
driver driver 0.0000000
movement movement 0.0000000
degree degree 0.0000000
brewing brewing 0.0000000
cupcake cupcake 0.0000000
family family 0.0000000
food food 0.0000000
drive drive 0.0000000
baby baby 0.0000000
gray gray 0.0000000
hour hour 0.0000000
tech tech 0.0000000
building building 0.0000000
literacy literacy 0.0000000
age age 0.0000000
eve eve 0.0000000
new new 0.0000000
pale pale 0.0000000
pink pink 0.0000000
plan plan 0.0000000
mode mode 0.0000000
racism racism 0.0000000
pocket pocket 0.0000000
lip lip 0.0000000
red red 0.0000000
rage rage 0.0000000
search search 0.0000000
talk talk 0.0000000
client client 0.0000000
street street 0.0000000
reporting reporting 0.0000000
consensus consensus 0.0000000
white white 0.0000000
# get distance between x and y, where available
d$dim1_diff <- d$dim1_x - d$dim1_y
d$dim2_diff <- d$dim2_x - d$dim2_y

# joint column with x and y lemma
d$lemma_x_and_y <- paste0(d$lemma_head_x, " - ", d$lemma_head_y)

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